{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dfe651e9-9e19-4129-baed-64601ea0187c",
   "metadata": {},
   "source": [
    "Chapter 6\n",
    "# 从时间数据中发现趋势\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "936dbb0e-4a4d-4d80-953f-793076a5abc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas_datareader \n",
    "import scipy.stats as stats\n",
    "import pylab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "408dec6d-58cd-42c0-a936-45cc19b86a55",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pandas_datareader.data.DataReader(['UNRATENSA'], data_source='fred', start='08-01-1950', end='08-01-2021')\n",
    "df = df.dropna()\n",
    "df.to_csv('UNRATENSA.csv')\n",
    "df.to_pickle('UNRATENSA.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a28a3a2-fde1-43d9-9808-bdbf08a8208b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% long term trend\n",
    "\n",
    "\n",
    "average_rate = df['UNRATENSA'].mean()\n",
    "\n",
    "fig, axs = plt.subplots()\n",
    "\n",
    "df['UNRATENSA'].plot()\n",
    "\n",
    "plt.axhline(y=average_rate, color= 'r', zorder=0)\n",
    "plt.axhline(y=df['UNRATENSA'].max(), color= 'r', zorder=0)\n",
    "plt.axhline(y=df['UNRATENSA'].min(), color= 'r', zorder=0)\n",
    "axs.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Unemployment rate')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bc563789-2ad6-44fc-8c98-b25182b1dbfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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oj7wTESU6Bjs05kVSoAwAxVLdjt+JLKk4OSfNCL1O2eiJm2uqUJRlwuEOK97a0qhqDRI121g56QZ5BlirZWTNERFRqmGwQ2Oe1aG+ZgcI3GunS2FDQX+ZZgO+P38KAODZVfsjajDYZwvfUFAiCALKcj3ZHW5lEdFYwGCHxryBCAqUAf+REb7sSFe/8uJkf9edPgFlOWk41jOI179oUHVfQN02FgCUZnuCnRYGO0Q0BjDYoTFPOnqerqKpIBB4GKjSURHDpRn1uGuBJ7vzu9UH5ABMKdXBTi6DHSIaOxjsUMwkS/GrnNlRMRsLAAoD9NpROioikKtPqURFfjraem34y4Z6VfeVgp2sMN2TJaXZnrUncrDjcotJ8ztERImNwQ7FxJtbGjHj0Q/xxpfqt2RGWyR9dgD/YaC+zE6Lt+BX7TYWAJgMOty7cBoA4I+f1qk6mdWrYAiovzI5s5O4Bcrfe3ULTn9iFdp6E3eNRJQcGOxQTEinin7z4V70ewdUJqpIT2P5anY8wY5l0IG3tnque+6EvIjWcvmccqQb9eiyOnBUxVRytdtYJTmJX6C89UgXegYcWLOvNd5LIaIkx2CHNDfocGHLkS4AnnqWV1RuyYy2AYf6QaCAX82OdxvrT58fQs+AA1NLsnDJrHERrcWg18mzq46o6HCsdOK5ROq105rAwY5US7WhriPOKyGiZMdghzS39XAX7E43pDYzL3x6cEiX4UQTyWwsYOg2Vme/HS+tPQQAuP+CaYp77AQSyVRy3zaWwpqdHE9WqtkyOGLcRSJwu0UMOjzbeOvrOhJyjUSUPBjskObWe9+JLzqxHFNLstAz4MAybyCQaPxfVCPdxuoZcOB3nxxAn82J48tzcNEJZVGtSR7UqWIquerTWN7MzqDDDctg4m0zDvgVJjdbBnGwvT+OqyGiZMdghzS3rq4dAHDW1CLcf4Gn4PaltYfQ6dd8L1H4v6iqzezkpvu6JEtbdYsvnB526ng4FfmebSxVmR2bdBpLWbCTZtTL4ywS8USWddjR+/XcyiKiKDDYIU31Djqwo7EHAFBTXYhvHF+G48tz0Gdz4oXP6uK8upH8X1TTDOqCHZ1OkAeCutwiTpqQh/nTi6Nek5TZaVRYs2NzumB3erJTSrexAN9WViIGO8P7DG3wBtBERJFgsEOa2lzfCZdbxMTCDFTkZ0CnE7D4wukAgFfW1ydcQeyAPPFcD10EdTaFmb4j5lpkdQD/mh1l21i9fttQSjM7gG8rS+nxc2eEQ0ojYXUM3VrbUNcBt5t1O0QUGQY7pKn1BzzbDTXVhfLn5k8vxkkT8jDocGPZusSq3ZFeVNVuYUmKvI0Fa6oLUTOlSJM1SaexOvvtio7t9w36trDUFEb7gp3wAeiDb+7AST9fgQYVJ8SiIWXcxuWmIdPkOYq/t7l3VB6biFIPgx3SlFRbMa/a98IvCAKuOqUSAFCbYC9YkfbYkVw+dzymlGThkUtnaram7DQj8rzjJpTU7fQOqqvXkZSpCHZW7W2FZdCJj3Y3q3qMSEkZt+w0A06bVAAAWM+tLCKKEIMd0kxXvx17miwAgHmTC4d8TaptkaaCJ4pIh4BK/uPkCqy8/1zMLM/Rclm+rSwFJ7LUdk+WyMfPe0IHO1a7E+3eYaej1fPGF4QaUOMNnNlvh4gixWCHNLPxoOfFaFppFoq9s5ck0qyobmtincjyf1FNJGoaC1pUHjuXyNtYYcYxNPrVDm061DkqtTty7yOjHvO8W6Kj9dhElHoY7JBmpC2smuqRtSvSFPBEy+z4v6gmEl9mJ3ywI3VPzlJxEgvwC3bCZHb819Bnc2LH0R5VjxMJ/4zbzHE5yE03jtpjE1HqYbBDmpH66/gXJ0ukwZiWQQdcCXSqJtptrFipkI6fK6rZiWwbSxoG2tZnC/kzGR5wjcZ2kn8tlU4nyNui3Moiokgw2CFNNPcM4mBbP3QCcPrkQMGOJ+sgikio0RHRFijHygQVXZSlAuUclcFOYaYJOsHTI6ijL/hWlnQEXvr+o1Eo7JtX5vm51EwpHLXHJqLUw2CHNLHhoOdF6ITxuXJnXn9GvQ7Z3tNCXQlUtzP8RTVRVPp1UR4+F0oURTT1DKCxy4rGLiuavNtQak9jGfQ6+eh8qF47Umbn8rnjAQBf1ndh0OEKenst+OaVea5JyhaOxmMTUepJrKpMSlob6zoBQC4mDSQv04hemxPdCVS3M/xFNVGMz0+HIHgyT539dhRm+Qq+H31nF17beGTEfdR0T5aU5aahtdeGFssgZiE34G2kzM786cX4cFczWntt2HakO+TPOlrDM27VxZ6i97ZReGwiSj3M7JAmmry9WqaVZAe9TSKeyErUbSyzQY/SbE9NjX8nZZdbxLtfHQMAmAw6mL0fJdnmiEZVlHgfozlIrx1RFOWxFZX5GXKGJdbbSXItlbdwXBAEnDwhHwCw+xiLlIlIncR6O0tJy+o9EZQZYitFKlJOpBNZw19UE0llQTqaLYNo6LRiTmUeAGDPMQssg05kmw3Y9t8XwKCP7v1KWa4nYxRsjEfPgEMeMlqRn4Ga6iK8/dUxrK/rwANRPXJogYLQaWXZ+HB3M2pbEqsxJRElPmZ2SBP93henTHPwoCHPW8uTiJmdDJX1LqPBNyPLdxpKyqicPrkg6kAHgJw9CpbZkQqki7LMSDf5et5sb+iWj7zHgvxz8dtenFHmyRrua+mL2eMSUWpisEOaUFL74uu1k4DBToJtYwG+4+f+J7ICjeOIRmlu6GGgUqAlNTmsLMhAZUE6nG4Rm+s7NVlDIAMBZpZNK/UEO/tbejkUlIhUiWuwU1VVBUEQRnz88Ic/jOeyKAL9NgWZnUTcxopyEGgsySeyvDUzdqdbDjAC9TKKRLhhoA1+9TqSmsmxH98QaBurqjADJr0OVrsLR7uVTYQnIgLiHOxs3rwZTU1N8seKFSsAAFdddVU8l0URkDI7mQoyO4m4jZWekDU7Q7exdjR2w2p3oSDThOmlwQvB1Qg3DFR6bKnvD+DrebPuQOyKlAM1ezTodaguyQIA7EuwgbJElNjiGuwUFxejrKxM/njvvfdQXV2Nc889N57LIpXcblHRdlC+NAy0X1lmRxTFmHdbHghQG5IopGDnWPcAXG4R6w5IW1iF0OkETR5DGgbaZXUE7F9zxLuFJm1jAb4hr3uaLOjqj03gGqhmBwCml3qDHRYpE5EKCVOzY7fb8dprr+HWW2+FIAR+IrfZbLBYLEM+KP4G/F4klZzG6lbQQdnlFnHps2tx0dLPYHPGrolcoh49BzxZF6NegMMlotkyKBcna7WFBQC56UaYDZ6ngbYAA0EbA2xjleSkYUpJFkTRM5wzFoIFz9O8Rco8kUVEaiRMsPP222+ju7sbN998c9DbPPnkk8jNzZU/KisrR2+BFFS/dwtLJ0B+4QxEzTZWQ6cVe5os2N/ah6+OdGuyzkASuUBZrxNQnufJqOxv6cU273+HQINWIyUIQtC6HbdblCeeV/ptYwHA7Io8AEBdW2xORg3YA9dSSdt33MYiIjUSJthZtmwZLr74YpSXlwe9zcMPP4yenh75o6GhYRRXSMFYpeJkkyFoVg7wNRVUchrLf5tifQwLYYO9qCYKKaPy9rajsLvcGJebhqrCjDD3Ukeq2xl+/Ly11wa7yw29TsA476kteV3eba0jHeEHlaoliiKsjsAZN+lEVl1bHxwut+aPTUSpKSGCncOHD2PlypX47ne/G/J2ZrMZOTk5Qz4o/qTMTkaIk1iAbxjooMMddr5Rrd8791id+gn1opoopKDig13NADz1OqECykiU5ASejyUVJ4/LTRvR0ydQDyCt2JxuSOPAhtfsjM9LR6ZJD4dLRH17v+aPTUSpKSGCnZdffhklJSW49NJL470UioC0FRTqJBbgGVRp8BbWhsvu+Gd2tjV0yae9tBTqRTVRVHiDCpvTk8U4U8MtLEmwbaxAx84lw0+KaUn6fQJGnpLT6QS5bodFykSkVETBTl1dHR555BFce+21aG1tBQB88MEH2L17t+rv5Xa78fLLL+Omm26CwZCYLzgUWr9NWWZHEAQ5uxPuRJZ/AarDJWJzfVeUqxwp1ItqohheKxOLAZjBjp83BDiJ5VuX53PHugfh1Hg7SQpszQYd9AFOnUl1O7Ws2yEihVQHO59++ilmzZqFTZs2Yfny5ejr8xQobt++HY899pjqBaxcuRJHjhzBrbfeqvq+lBiCHRMOJE/BMFC7042DbZ4tirOmeDIZsRg8Ge5FNRH497eZVJQpFyxrSdrGau4ZFux0Bc/slGanwaTXweUW0dQTuEdPpAL12PEn1e0ws0NESqkOdh566CH84he/wIoVK2AymeTPL1iwABs3blS9gAsvvBCiKGLatGmq70uJQcrsZCqoe/GNjAie2TnU3g+nW0S22YArTxoPIDZ1O+FeVBOB1EUZiE1WB/BldlqHHT2Xt7EKRgY7Op2A8VKHZ423svrDBM/T5ePnnJFFRMqoDnZ27tyJK664YsTnS0pK0N4eu46qlLjUDNP09doJntmR3rFPK8uWj1nvOtqDHo3HTIR7UU0EBZkmORjTsr+OP6lmp6lnYEhPI9+x88DZpApvsNPYqe3oBinjFqxoXMrs1Hf0hy10JyICIgh28vLy0NTUNOLz27Ztw/jx4zVZFCWXfrv6zE53iMBFqsWYVpqNstw0TC7OhFsENh3SNruz62gPgOAv5olAEATcMG8iTqsqwPzpJTF5jIr8dJTlpGHQ4cbrX3jaOThcbjT1eIOdANtYQOyKlMNl3IqyTCjINEEUgQOtzO4QUXiqg51rrrkGDz74IJqbmyEIAtxuN9atW4fFixfjxhtvjMUaKcFJfXaUZEjkXjshxgxImR1pNICU0dC63460NaZlk75YePji4/DGnfOQpSBzFgmDXoe7FkwBAPxu9QEM2F041j0At+ipZyrONge8n3z8vFPbYCfcvDJBEDCtlDOyiEg51cHOE088gRkzZqCyshJ9fX2YOXMmzjnnHNTU1OCRRx6JxRopwcmZnTCnsQBlk8+lFzDpiLEUjGhZt+N2i9hw0PP9zpwSm+2hZHL1KZWoyE9HW68Nf9lQL5/EqshPD9rXR8qINXRpu42lpJZKPpHFImUiUkB1sGMymfDiiy/i4MGDeO+99/Daa69h7969ePXVV6HXJ26hJ8WOusxO6JERVrsTR7yZAukFTRo8ua+lN+D8pkjsa+lFZ78dGSY9TvSOPhjLTAYd7l3oOSTwx0/r8HWTZ+5coOJkSewyO1JX6+C/T9PLPA1FeSKLiJRQHez87Gc/g9VqRWVlJS655BJcffXVmDp1KgYGBvCzn/0sFmukBKemZicvzMiI/d4TNkVZJhRmebZP8jNNmDnO8+ImZWOiJW2JnTapAEZ9QvTWjLvL55RjcnEmuqwO/G71AQDB63UAXyDU2mvTtFBYSVfr6WXcxiIi5VQ/yz/++ONybx1/VqsVjz/+uCaLouSi7jRW6AJluV7Hu4Ulkep2NmjUb2f9Ae0niCc7g16H+7zZnR7vZPoJITI7+RlGOcBt1HArS8k21lRv1q+pZ1BeKxFRMKqDHVEUA+7hb9++HQUFBZosipKLr8+OigLlIJkd/5NY/mqmaFek7HS5selQp+f7Jnhx8mi7dNY4zPALNEOdVBMEISYnsuQC5RDBTk6aEeXe4aT7uZVFRGEoDnby8/NRUFDgOQkxbRoKCgrkj9zcXFxwwQW4+uqrY7lWSlC+zI7yo+c9Aw643eKIr/tOYg0Ndk6tKoBeJ+BwhxWNUb6w7jzagz6bE7npRhw3jsNk/el0Ah64cLr874oQ21iA3/FzDet25N8nY+jgmTOyiEgpxWdZly5dClEUceutt+Lxxx9Hbm6u/DWTyYSqqirMmzcvJoukxKYmsyPV7LhFoHfQiVxv8COpbRl6EkuSnWbEiRW52HakGxvqOnDVKaFfhEORskNnTC5I2DER8bTwuBJ8a0452nptI7YTh4tFkfKAXKAcOniWttiGj7kgIhpOcbBz0003AQAmTZqEmpoaGI3GMPegsaJf4YsT4Dn1k2nSo9/uQpfVPiTY6bba0WLxnLaaWpI14r411YV+wU5lxOtNlv468SIIAp65Zq6i28rHzzXsoqxkGwsACjM9BeztfcF7NhERARHU7Jx77rlyoDM4OAiLxTLkg8Ye6eh5psKmd8FOZEmzjsbnpSM7bWQwfaY3OFlX1w5RHLkFpoTN6cLmek+9DvvrRE/O7GhYszPgUDazrDDL83vU0adNOwIiSl2qgx2r1Yq77roLJSUlyMzMRH5+/pAPGltEUVR19BwA8jMDn8gKdhJLctLEfJgMOrRYbDjY3h/Rercd6YbN6UZxthnVxSOzR6ROTGt2wvw+FUnBTohu3EREQATBzo9+9CN88skneP7552E2m/GnP/0Jjz/+OMrLy/GXv/wlFmukBGZzuiHVGSs5eg4EP5EV7CSWJM2ox8kTPAF1pKey/I+cB+sMTMpJw0Atg07NjoD7trFC/z5JfZiY2SGicFQHO//617/whz/8Ad/+9rdhMBhw9tln45FHHsETTzyBv/71r7FYIyUwqTgZCD7LaLhgIyN8mZ3gGZdo++2sl+t1uIWlhUyzAYWZnp+nVtkdpQXKRXKww8wOEYWmOtjp7OzE5MmTAQA5OTno7PTUP5x11ln47LPPtF0dJTz/oY1KTzblpY8cGSGKom8mVpDMDuDrt7OhriPg0fVQ+m1OfNXQ7fk+LE7WTIV3KyvalgCScINAJVLNTq/NqWkHZyJKPaqDncmTJ+PQoUMAgBkzZuCNN94A4Mn45OXlabo4SnxqhoBK8gN0UW6x2NAz4IBOQMhamhMr8pBh0qPL6sBelaMCNtd3wukWUZGfHnLmE6lTma/tiSwlHZQBINtsgMk76qOTdTtEFILqYOeWW27B9u3bAQAPPfQQfv/73yMtLQ333XcffvSjH2m+QEps/SqGgEoCncaSTkhNL8tBWoh39Ea9DqdN8nTqXq9yK0s6ci4NFiVtaNlFWRRFeTZWuN8pQRDk7E4763aIKATlr1Be9913n/z/Fy5ciL1792LLli2YMmUKTjzxRE0XR4nPqqLHjiTQaSwpcFFSS1NTXYg1+9qwvq4D3z17suLHlep1zpzCLSwtadlY0O5yw+XdngzXZwfwbGU19QyyboeIQlKV2XE4HDj//POxf/9++XMTJ07ElVdeyUBnjOpX2WMHCJzZUVM4LNXbbDrYAYfLregxu6127DrWo/gxSDm5saAGw0ClLSxAWQDtayzIzA4RBacq2DEajdixY0es1kJJKKLMjjfYkTI7jV1WHO6wQq8T5C2qUGaOy0FuuhH9dhd2Hu1R9JgbD3ZCFIEpJVkoyUlTvFYKT8rsNHZZI272KJGKk416AUZ9+KenQvbaISIFVNfsXH/99Vi2bFks1kJJqN/74qRkLpZEKlCWMjtSLc2JFbkBOycPp9MJct3NBoX9djao2CYjdcrz0iEIwKDDjbYoMyxKT2JJithrh4gUUF2z43Q68dJLL2HlypU4+eSTkZmZOeTrTz31lGaLo8Rn9fbZUTLxXCJtY1ntLticLr9ZVcoDkZophfhwdzPW17Xjh+dNCXt79teJHZNBh/LcdBztHkBD5wBKsiPPnEnbWEq3RaUeP6zZIaJQVAc7u3btwkknnQQAqK2tHfI1dqQdeyLJ7OSkGaDXCXC5RXRbHX6BiPLCYSlo+bK+C4MOV8gTXK29g9jf2gdBAE6fxGAnFirypWDHipMnRj42RtoWVVKcDPi6KLdzG4uIQlAd7KxevToW66AkFUlmRxAE5KYb0dlvx9bDXWi2DMKk16l6kawuzkJxthltvTZsPNiB+dNLgt5WyhzNHJeDfG8mgLRVWZCBTYc6cSTKE1lWhUNAJRwGSkRKqK7ZIfIXSWYHAPK8dTvv72wCAJw0MS9kdmY4QRBw8QllAIA/rK4LWRi7/gC3sGJthnd469YjXVF9H7mhoFHZ71NRJkdGEFF4DHYoKpGcxgJ8J7I+2dsKILLxDd+fXw2TQYcv6jvx+f7gDQbXH5SKk9lfJ1bmeQPJLw51Km4HEIhvCKjKzE6/LeqTYESUuhjsUFQi6bMD+E5kSS9uZ05Rn3UZl5uO60+fCABY8vG+gC92DZ1WNHQOwKATcKqCY+0UmePKcpCfYYTV7sKOxu6Iv4/SIaCSAu+2pMMlwjLoDHNrIhqrGOxQVCLN7EgnsqT7nliRF9Hj/+C8aqQb9dje2IMVe1pGfF2q15ldmYcslQEZKafTCXJ2R9o2jITazE6aUY9s78+VdTtEFIzqYOezzz6D0znyHZTT6eTU8zEo0podKbMDAKdNKlDUQC6QoiwzbjmzCgDw1IraEZPQ1YyhoOjM824TrlfY+ygQq8IhoP7YWJCIwlH9CnPeeeehs7NzxOd7enpw3nnnabIoSh6RnMYChmZ2og1E7jhnMrLNBuxt7pULngHPUEnphXceg52Yk36OW4542gFEYkDhEFB/hWwsSERhqA52RFEM2E+no6NjRINBSn3WiDM7/sFOdIXDeRkmeSDo0ytq0dBpRWOXFZsOdaK11waTQYeTJkTe+4WUmVyUidIcM+xON7YcjuxUltxnR8XJPKmxYDtPZBFREIpfoa688koAniO/N998M8xms/w1l8uFHTt2oKamRvsVUkLr9744ZarM7EjbWLnpRhw3Lifqddx6VhX+vP4QDrb34+zfDO0FdcrEfFXH2ikygiCgproI/9x2FOvr2iOaLh/ZNhaPnxNRaIqDndzcXACezE52djbS09Plr5lMJpxxxhm4/fbbtV8hJTSrTf22AwCcUlWAycWZ+Nbs8dDrou+8nZ1mxMOXHIef/2sP7H5Hn80GHa4/Y2LU35+UmVdd6A12IqvbGYgg2CnyO35ORBSI4leol19+GQBQVVWFxYsXc8uKYHe65cBC7TZWcbYZnzwwX9P1XH1KJa4+pVLT70nqSHU7Oxp70DvoUDTY1Z/vNJaKmh3OxyKiMFTX7Dz22GMMdAiA7104oPyoMKW2ivwMTCzMgMstYnP9yIMM4USS2ZHnY7FAmYiCUB3stLS04IYbbkB5eTkMBgP0ev2QDxo7pHodk14Hk4Etm8ijJop+O1aHukGgAI+eE1F4qrus3XzzzThy5AgeffRRjBs3jpPOxzC5oaDK4mRKbfOqi/D3LxoiqtuRC5RVFJQX8eg5EYWhOthZu3YtPv/8c8yZMycGy6FkIo+KUFmvQ6lt3mRPZmdPkwVd/XZVk+Z921jKf6ekYKfL6oDT5YYhwgaVRJS6VD8rVFZWcuAeAfBtY6kdFUGprTjbjGmlWQCAD3c3o7HL0/foWPdA2OcOteMiACAv3QjpQF+nlVtZRDSS6rfkS5cuxUMPPYQXXngBVVVVMVgSJQv52DlnTtEwNdVFqG3pw8PLdw75/LdPqsCSq2cHvV8kBco6nYCCTDPa+2zo6LOjJDstskUTUcpSndn5z//8T6xZswbV1dXIzs5GQUHBkA8aO+SGgszs0DD/cXIFSrLNMBt0MBt8Bez/3tkEu9Md8D5Ol6+VgdpsodRrhyeyiCiQiDI7RIB/t1tmdmioE8bn4ov/t1D+t9st4tRfrkRHvx3bG7txatXIN0ZWR+StDOQTWey1Q0QBqH6Vuummm2KxDkpC/bbIRkXQ2KPTCTijuhDv72jC+gMdAYMdaQtLrxNgUllkXJjJXjtEFFxExxbq6urwyCOP4Nprr0VraysA4IMPPsDu3bs1XRwlNmZ2SA2p/866uvaAX5eC5wyjXnVLC/baIaJQVAc7n376KWbNmoVNmzZh+fLl6OvrAwBs374djz32mOYLpMTFmh1SQ5puv+1I15Du25JITmJJ2GuHiEJRHew89NBD+MUvfoEVK1bAZPL1z1iwYAE2btyo6eIosfE0FqlRVZiBcblpcLhEfHl45CiJAYf6k1gSzsciolBUBzs7d+7EFVdcMeLzJSUlaG8PnJ6m1MTMDqkhCIKc3QnUXTmSIaASeT4Wt7FiJlA2jihZqA528vLy0NTUNOLz27Ztw/jx4zVZFCUHZnZILXluVoBgZyCKJpW+01jcxoqFZ1buxwk//QhbAmTkiJKB6mDnmmuuwYMPPojm5mYIggC3241169Zh8eLFuPHGG2OxRkpQzOyQWvO8wc7Oxm5YBh1DvmaNoKGgpChTqtlhZicWthzpgsst4tN9bfFeClFEVAc7TzzxBGbMmIHKykr09fVh5syZOOecc1BTU4NHHnkkFmukBMXTWKRWeV46JhVlwi0Cmw4OzRLI21gqhoBKpMzOgMMlD6gl7Vi9J+X2tfTGeSVEkVEd7JhMJrz44ouoq6vDe++9h9deew179+7Fq6++Cr2e7/DHEumocBa3sUiFefJW1tAav0hGRUgyTHqkGT1PZ8zuaK/f+7OpbemL80qIIhPxq9SECRMwYcIELddCSUbO7LCpIKlwZnUR/rbpCDYMq9uJpkBZEAQUZppxtHsA7X02VBZkaLJW8pCyZfUd/Rh0uJAWQfaNKJ5UP6uIoog333wTq1evRmtrK9zuoXNuli9frtniKLFZ5ZodZnZIuTMme7on723uRXufTe6RY3VEXqAMeOZjHe0eYGYnBvq9hxFEETjQ2ocTxufGeUVE6qjexrr33ntxww034NChQ8jKykJubu6QDxo7pCfASF+caGwqzDJjRlk2AGDjQV92R9rGirTgXTp+3tHPE1la86+D2tfMuh1KPqrfkr/66qtYvnw5Lrnkklish5KEyy3KTeAyWbNDKtVUF2Fvcy/W13Vg0YnlAKLbxgJ8jQXbQ2R2rHYnOof14inLSYNB5SwuNQbsLqQZdapHYCQKt1uUfzYAUMsiZUpCqp9VcnNzMXny5FishZLIgN+EamZ2SK2a6kK8tO4QPqttg8stQq8ToipQBvwaCwbptdNqGcT5Sz5Fr23oaa2Z43Lw/t1nxSQYOdJhxYVLP8W3Zo/Hr//jRM2//2jw/1sHeCKLkpPqtzM//elP8fjjj2NgYCAW66EkIR1F1esEmA2xe1dMqWledSFy041o7BrAu9uPAvBtlUQyGwsAKvLTAQD17f0Bv77pUCd6bU4IAmA26OTf2z1NFjRbBiN6zHD2NPVg0OHGqr0tMfn+o6F/2FH+Wm5jURJS/Sp19dVXo6urCyUlJZg1axZOOumkIR80NvT7vQtP1vQ8xU+m2YA7zvFkiJeu3A+Hyx1VU0EAmO6tAwp2PFrafrnm1Ers+8XF2PeLizGlJAtA7OpQpLq29j570IxTopM6pRv1nr/zYz2DIxpCEiU61dtYN910E7Zs2YLrr78epaWlfKEbo6QeOzyJRZG6uaYKL687hMMdVry1pTGqQaAAMK3EE+wc7R5A76AD2WnGIV+XAppppdny56aXZuNAax9qW3oxf3pJRI8bin9hb21Lr3zyLJlImZ38DBP0OgFNPYOobe7FKVUFcV4ZkXKqX6nef/99fPTRRzjrrLNisR5KElKwwx47FKlMswHfnz8FP39vD55dtV8uEk43RhZA52YYUZaThmbLIGpb+nDyxPwhX5cyO9P9gp1ppdl4f2cT9jXHpllev39hb3OvPAg1mUgZt0yzARMLM9DUM4h9LQx2KLmo3saqrKxETk5OLNZCSUR+AmRmh6Jw3ekTUJaThmM9gzjSaQUQXcH7NHkra+i21IDdhcPe7y/dBgCml2UFvL1WrH7F0PuStPuw/MbGpJcDRdbtULJRHewsWbIEP/7xj1FfXx+D5VCy6I9iQjWRJM2ox10Lpgz5XDS/U1L/nuE1OAda+yCKnuPp/ltJ0pbW/tZeuNxixI8bTH8KHNn2z+xI/714IouSjeq35ddffz2sViuqq6uRkZEBo3HovnhnZ2eQe1IqkYoW2WOHonX1KZX446d1aOzynPCM9DQW4Atehgc70ovzdL+sDgBMLMyE2aDDoMONhk4rqooyI37sQIbU7DT3QhTFpKtz9NXn6eX/fvuS9Fpo7FL9SvX000/zF5yY2SHNmAw63LtwGhb/YzsAICOKrVF5m2VY5kH6t39xMuBpnTC1NAu7jlqwr6VX82BHOo0FAL02J5p6BlGel67pY8SabwaeAVNKsiAIQJfVgfY+O4qzk6/gmsYm1c8qN998cwyWQcmGNTukpcvnlOOj3c3QCUB+hjH8HYKQXow7+u1D5m5JmZ7hmR3AEwDtOmpBbXMvvnF8WcSPHYh1WI+afS29SRfs9PlldtKMelQVZuJQez9qW3oZ7FDSUF2zc+655+Ivf/kLmwqOcTyNRVoy6HV48cZT8MINp0SVOU436THRO/Hcv4g2WGYH8GWD9sagDqV/WI+aZCzstcpZXM8bm2mlse1NRBQLqoOduXPnYvHixSgrK8Ptt9+OjRs3xmJdlOCY2aFENbyItmfAgaaeQe/Xskbevix2J4ykQGFmuWdIcjIGCP1yfZ7njU2wrUKiRKY62Fm6dCmOHTuGl19+Ga2trTjnnHMwc+ZM/Pa3v0VLS/K2RCd1mNmhRDV92PFz6X/H56WPaDQI+F68D7X3w+Z0jfh6NKTTWCdNyAOQnKeYhmd2ppd5Wo8k47XQ2BXRUCODwYArr7wS77zzDhobG/Gd73wHjz76KCorK3H55Zfjk08+Ufy9jh49iuuvvx6FhYVIT0/HrFmz8OWXX0ayLBpFzOxQohp+IsvXOXlkVgcAxuWmIdtsgNMt4lCQuVqRkvrszJ3gaXC4v7UvJkfcY6lf/lv3Znak3kTeE1lEySCqCY5ffPEFHnvsMSxZsgQlJSV4+OGHUVRUhEWLFmHx4sVh79/V1YUzzzwTRqMRH3zwAfbs2YMlS5YgPz8/7H0pvngaixKV/4wsURR99ToBipMBQBAE+WtabzNJgcJxZdlIM+pgd7pxuEPbgCrWrHIW1/PGZmJhJkx6HfrtLhztZu0mJQfVb8tbW1vx6quv4uWXX8b+/ftx2WWX4e9//zu+8Y1vyIWFN998My666CL89re/Dfm9fv3rX6OyshIvv/yy/LlJkyapXRIcLrfq+yQSu9MNg06ATpc8R/rZZ4cSVVVhJox6AX02J452D/hOYgUoTpZMK83GlsNdmtehSFtA2WlGTC3Jxs6jPaht6cXk4sBZpkTUPyyLa9TrMLk4E3ube7GvuRcV+RnxXB6RIqozOxUVFfjTn/6Em266CY2NjXjzzTdx0UUXDTlBceKJJ+LUU08N+73effddnHLKKbjqqqtQUlKCuXPn4sUXXwx6e5vNBovFMuQDABq7rGovI2E0dlkx+/GP5R4jyaLTagcQXQM4olgwGXSYXOQ7MRTqJJZkunzCSLuRDnanGw6XZ5snw6z3215LrrERcs2OX32elD3bm4QF1zQ2qQ52Vq1aha+//ho/+tGPUFxcHPA2OTk5WL16ddjvdfDgQTz//POYOnUqPvroI3z/+9/H3XffjVdeeSXg7Z988knk5ubKH5WVlQCAo92Dai8jYexo7MGAw4Xl245iy+Hk6D69/kA7DrT2wagXMHMc56RR4pG2pdYd6ECX1QGd4OnBE+72WmZ2/HvsZBj1MZ/DFStyFtevPm/WeM/psi/rk+M5i0h1sHP22WcDANra2rB27VqsXbsWbW1tET242+3GSSedhCeeeAJz587FHXfcgdtvvx1//OMfA97+4YcfRk9Pj/zR0NAAADiaxJmd3kGH/P+XfFwbx5UoI4oilqzwrPM7p01AaU5anFdENJI0I+v9nccAAFVFmUgzBs9CSltcRzqtIxoBRkra/jEbdDDodUk7VypQfZ40vf2LQ51JX0ZAY4PqYMdqteLWW29FeXk5zjnnHJxzzjkoLy/HbbfdBqtVXdAxbtw4zJw5c8jnjjvuOBw5ciTg7c1mM3JycoZ8AEBjEhfJ9Q76nljX13Vg/YH2OK4mvDW1bdhyuAtmgw4/PG9K+DsQxYEUWLRYbABC1+sAQGGWWe62vF+j6eRSYa9U1yZt/cTiiHssBarPm1GWjfwMI/rtLuxo7I7TyoiUUx3s3Hffffj000/x7rvvoru7G93d3XjnnXfw6aef4oEHHlD1vc4880zs27dvyOdqa2sxceJEVd/nWGfyBztSbfJvP96XsMc5RVHEko89P6+baqpQwqwOJajhwU2oeh35Pt5tJq0yL1JmR8qIlOWkISfNAJdbxMG25DiRJYqinNnJ9Mvs6HQC5lUXAgDWH+iIy9qI1FAd7Lz11ltYtmwZLr74Yjm7cskll+DFF1/Em2++qep73Xfffdi4cSOeeOIJHDhwAH/729/wv//7v/jhD3+o6vukQmbn8rnjkWbUYeuRbqzZF9m2YKx9tLsZu45akGnS485zq+O9HKKgKvLTkW4cWVAbihQQadVJWc7seGtdBEEY0fAw0dmcbkhtgTKGnbyUtrLW1zHYocQX0TZWaWnpiM+XlJSo3sY69dRT8c9//hN///vfccIJJ+DnP/85li5diuuuu07V90mFmp3q4izcNK8KQGJmd1xuEU95a3VuO2sSCjJNcV4RUXA6nTCkiaCizI7GNTVyZsfvFNPwhoeJTuqUDmBI8AgANd7MzpYjXRh0JM+2HI1NqoOdefPm4bHHHsPgoO8E1MDAAB5//HHMmzdP9QIWLVqEnTt3YnBwEF9//TVuv/121d+je8ApT+ZNNtK6s9MM+N651cg06bH7mAUf7mqO88qG+tf2Y6ht6UNOmgG3nT053sshCksKLEx6HaoKw/eC0bqxoNU+NLMD+DJMWgc7saoBkjqlpxv10A/rAzapKBNlOWmwO93YergrJo+vtUGHK+k6WJM2VAc7zzzzDNatW4eKigqcf/75OP/881FZWYn169fjmWeeicUaFWnoTM7sjrSNlZ1mQEGmCbed5Wmq+LvVB+K5rBGk9Xzv3Grkpo+cL0SUaKTAorokCwZ9+Ke6qd6j6a29NnT126N+fOmNjP8pJikA07I/zbvbj+G4Rz/E3zYFPtgRDbleJ8AMPEEQ5OzOurrEPlgBePoenb/kUyx6bi3cDHjGHNXBzgknnID9+/fjySefxJw5czBnzhz86le/wv79+3H88cfHYo2KJG+w49nGyjJ7AojvnO4pzv66yQK7MzGOdFrtThxo9ZxQ+c5pE+K8GiJlLpk1DjPKsnHDGcoOPGSnGTE+Lx2ANjU1gU4xzSzPgU4AjnYP4JgGtYaDDheeeP9ruEVgxR7ts8HSxPOMIDPw5CLlJKjbabEM4mj3AL5usqC2NTm2EUk7EfX6z8jIiGi7KZaOJGuw47eNBQClOWakGXUYdLhxrHsAVUWZ8VweAKDBe9otJ82AfNbqUJIoz0vHh/eeo+o+08uycbR7ALUtvTh9cmFUjx+oP01OmhGzKvKwvaEbG+o68O2TK6J6jL9uOoJmi6ekoFajI/P+rGFm4EnBzo7GHvQOOgJOlU8UQ9p8HOjAjDI2RB1LFAU77777ruJv+M1vfjPixUSjsSs5T2T5b2MBntRwRX4GDrT2oaHLmiDBjieQrCzgDBxKbdNKs/HJ3lZNipSlepfh8+NqqguxvaEb6+raowp2+m1OPL/Gt919tHtA84CjP8wMvIr8DEwszMDhDis213diwYyRh1cShX8D1/V1Hbj1LPVzGCl5KQp2Lr/8ckXfTBAEuFzxqcpP9m2sHL8nqMr8dE+wkyD9gxq8p90qOfCPUpw80kGD+VX9AWp2AODM6iI8v6YOG+o6IIrikLmCaryyoR7tfXZMLMzAgN2F1l4balv6cPLE/KjXLgmX2QE8wdvhDivWH+hI6GDH/xDLpoMdcLrcimq5KDUo+km73W5FH/EKdADfC3IycbjcGHR46nKy/N45SRmURLkmKeiqLEiP80qIYmt6qWdrY19Lb9TtH6zDpoVLTp6YD5Neh6aeQdR3RPY33jPgwAufHgQA3LtwKo7zzqjTun/P8InngcxLkn47/ttYvTYndh2zxHE1NNpSJqxt6BxIuN404fT5/fFlpfkFO94MSqJkq+TMDrexKMVNLs6EXiegZ8CB1l5bVN9LzuwMO8mUbtJj7oQ8AMD6CE8xLVt7CD0DDkwtycI3Z4+P2ZF2a5Br8DfPW9u0p8mCTg1OscWK/zYWEPl/e0pOEQU7q1atwqJFi1BdXY3q6mosWrQIK1eu1HptigkCMOBwoSOB/9ACkd5ppBv1MPqlU6UMSkOC1CHJNTvcxqIUl2bUyz15og0cgmV2gOi6D3f227Hsc09W5/4LpkGvE2LWrFBJZqc42yw3cNx4MHGzO9JhEIO3X9CGBM9EkbZUBzt/+MMfcNFFFyE7Oxv33HMP7rnnHnlkxO9///tYrDGsYu8Av0TJhChlkY6dpw19IqnwBhWNCXA9oijKxd/cxqKxQKuRDoFOY0lqpniyIRvrOlT3fPnz+nr02104vjwH3zi+DICv+7PW21hKMjuAL3hL5ABCenMpnSDbXN+ZVANZKTqqg50nnngCTz/9NP7+97/j7rvvxt13342//e1vePrpp/HEE0/EYo1hyds+CZIJUapv2LFzibRd1NFvH9KuPR66rQ55nRXM7NAYoFWWJFCfHcnsijykG/Xo6Ler7vnyZX0nAOCGMyZC581STCnJgiB4njPa+6LbfvOnJLMDALMrcwFA7seViKRtrLkT8lGUZcKgw42vjnTHd1E0alQHO93d3bjoootGfP7CCy9ET0+PJotSqzzfM3072TI7vmPnQ4+K5qYb5S7F8T5SL9XrlGSbkWYM/e6OKBVolSUJldkxGXQ4dVIBAGCdyqnh0rpmlvv6xKSb9JjofZOk1SBTQNlpLMD3hjOR+51Jz7c5aQa5qHpdAmeiSFuqg51vfvOb+Oc//zni8++88w4WLVqkyaLUqsjzbvskyOklpaR3GtkB3vnJdTtxfvLwncRiVofGhmnyNlZfVGMFgvXZkZzp3U7ZoKJQtr3PhvY+OwTBk83xN03jQaZA+D47Eun5oalnAA5XYnR+H67Pr6dZTQT/7Sm5qe6gPHPmTPzyl7/EmjVr5MGfGzduxLp16/DAAw/g2WeflW979913a7fSEMbnS4FBamxjAZ53SruOWuJ+/NzXY4f1OjQ2TCzIgMmgw4DDhYYuKyYWRtbYM1ifHYlU57LpYKfini9SVmdCQcaIEQ7Ty7Lx8Z4WTet2lGZ2irPMMBl0sDvdaOoexAQFg1dHm38m/XhvVmzbkW5Y7c6g4zAodaj+CS9btgz5+fnYs2cP9uzZI38+Ly8Py5Ytk/8tCMKoBTsVedLppWTL7IQIdqReO3EO4Ng9mcYag16HKcVZ2NNkwb7m3oiCHafLDZt3tl2wepeZ5TnISTPAMujp+TKnMi/s95W2qKQsjr9YnMhSWrOj0wmoyE/HwbZ+NHRZEzLYkQ+EmA2YUJCB8XnpONo9gM31XTh3WnGcV0expjrYOXToUCzWERUps3O0awAutwi9LrKOpKPNMmwIqD8pkxLvAE4q+uaxcxpLppdlY0+TBbUtvbjQe+JJDavDd8on2EkmvU7AGZML8fGeFqyva1cU7Ozzzr+aUTYy2Jnut/0WTWdmf0pPYwGe54iDbf1x33oPxj+TLggC5lUX4s0tjVhf185gZwxIiaaCJTlpMOoFON0imnqSZyurL0Rmp6IgMRoLSo9fwWPnNIb46l8iO10kncQy6ASYQmxP+WpHlBXK7mu2DFmfv0lFmTDqBfTZnDiqwUR1IHSvoOF8/cESM9gZfiDkzCnq/ttTclOd2RFFEW+++SZWr16N1tZWuN1Di9GWL1+u2eKU0usEjM9LR32HFQ2dA0lzRDrkNpZfF2Wt3qWp5XaLOMrMDo1BUuYk0pNN/iexQv3t1kzx1O1sru8MO8RTFEV5svn0AJkdo16H6uIs7G3uRW1LrybPg9J1ZCrM7ADx33oPRBTFETWS8yZ7/tvvOtqDHqsDuRmJO7Gdoqc6s3PvvffihhtuwKFDh5CVlYXc3NwhH/GSaPOklAg0BFRS4d3G6re70GV1jPj6aGjpHYTd5YZeJ2Bcblpc1kAUD9KJrLq2Ptid6k8Xheqx429qSRaqizMx6HDjpbX1IW97rGcQfTYnjHoBVUHqiHx1O9r0u/EVWSvJ7CTuc/CAwwWX92SdFOyU5aZhcnEm3CKw8RCzO6lOdWbn1VdfxfLly3HJJZfEYj0RS6Suw0pJmZ3hHZQBT9v6kmwzWnttaOi0oiDTNNrLk9+hleelcTowjSnluWnIMhvQZ3OivqM/4LZRKKF67PgTBAH3LpyG//r7Nvzp84O4qWYi8jIC/61LWabJRVkwGQL/PU4vywa2a9NJ2e50w+HyBAiKtrESOLMjPdfqdQLS/fqF1VQX4mBbPzbUdcjdqCk1qX4Fy83NxeTJk2Oxlqgk2jwpJUIdPQfi/06JM7ForBIEQZ73FMnpJqu8/RM+SLh01jjMKMtGr82J//3sYNDbSf1zpgXYwpJoeSJLugbA07QwHOk5uL3PhgF7Yo1h6PU7ieW/reibUcZ+O6lOdbDz05/+FI8//jgGBhIrqEi0SeFKBOugLJkQ5+PnUpA1gcfOaQyKZkaW1IwvXGYH8BzbfuDC6QCAl9fVBx33IGV2ppdmBfy652ueNR9o64MzyuZ+0rFzk14XNJPkLzfdKDdITbQGr5Yg9ZFneCe217b0obV3cNTXRaNHdbBz9dVXo6urCyUlJZg1axZOOumkIR/xEu8sSCT8+z4EEu/j5+yeTGNZNFkSObOjsFndwuNKMLsiFwMOF55fUxfwNnJmJ8SWWkV+OtKNetidbhyO8o2fmmPngCcbVpGgz8N9Qd5YFmSacNw4T4PBjQc7R31dNHpU1+zcdNNN2LJlC66//nqUlpbG5ZRQIFL2ocViw6DDlfBznPxPB+QE2caK9/Fz6Qmrgt2TaQyKZkaWnNlRsI0FeAKFBy6cjhtf+gKvbjyM28+ejDK/QwEut4j9rcFPYkl0Os/22/bGHtQ296K6OHgWKOw1qDh2LqnMT8fXTZaEq9sJdfL1zOpCfN1kwYa6dnxzdvloL41Giepg5/3338dHH32Es846KxbriVh+hhGZJj367S4c7R6I6o98NPTbXRC9Y3eCbWNJW3NaDAMNFwAOOlww6nVDGjI2snsyjWFSbczhTqvqkQK+zI7yN11nTy3CaZMK8MWhTvxu9X784vJZ8tfqO/phd7qRZtSFraGbVpqN7Y092NfSi4tnjVP8+MNZw4y7CGRCFG/QpG23WByGCDWHsGZKIf609hDWs99OSlP9W1VZWYmcnJzwNxxlgiD4jVhIrBRqINIfn14nIM0Y+McgFfwd7RqIaiDhx7ubMePRD7FsbeDu14fa+3HaL1fi1j9vhuiNwOxON5osnj1sFijTWFSUZUZhpgmiCOxX2VxQyoqoCZAEQcADF0wDALz+RcOQ5zH/MRG6MB3ipczP3qZop7ary04BkZcTiKKIW/68Gac9sQo9MWi1EeowyKlVBdDrBBzusCZcrRFpR3Wws2TJEvz4xz9GfX19DJYTHen4eTKcyPLvnhxsK3BcbjoMOgF2lxstURTPLd96FADw9IpadPbbR3z9qRW1sAw68WltG9bsawMAHOsegCgC6UY9irJG/9g7USKYVeHpHba5Xl09h5QVUdKMz9/pkwtx9tQiON0inlm1X/68VK8zXcER+FnjPWv+8nCn/OYlEpFkp6Q3aEdUbmN9tLsZn+9vR2e/HbuP9ai6rxKWEIdBstOMONH7c2Y35dSlOti5/vrrsXr1alRXVyM7OxsFBQVDPuJJPn6eBJmdYKcD/Ol1Asrzopvo7naL2HDQ8wfcZ3PihU+HFj9+3WTBv7Yfk//924/3QRTFIfU6iVKXRTTa1I5zkESS2ZFIJ7OWb21EXZsnoyTVDYWq15HMmZCHNKMO7X12uc4nEr4TZWpqdnz9zpQGWi63iKdW1Mr/juaNXTDy0fMgz7eR/pwpeaj+S1y6dGkMlqGNZDp+3htiCKi/yoJ0HOm0oqHTitMmqQ8m9zRZ0DPggE4A3CLwyoZ63HbWJJTkeIofpSeZc6YVY0t9J3Yfs+DDXc1y12bW69BYJvVh2XSoE06XW3E9iVXFmIXh5lTm4YKZpVixpwVLV+7Hc9fOlU+EKWluaDbocWpVAT7f3471B9pVN0SURHINUna91+ZEz4AjaINEf+/tOCaPwQCA5p7AR++jEWoOIeD5Of9+dR3W1bXHbTwPxVZEp7ESVTIdPw/XUFDiCeA6Ir4m6Z3KudOK0TPgwNYj3fj96gN4/FsnYHtDN1bsaYFOAP570Uy8+9VRPPvJATy1ohYLZpR4H58nsWjsmjkuB7npRvQMOLDjaA9OmpCv6H6RZEX83X/BNKzY04J/bT+G7541CfUdnr9/JZkdwPPi/fn+dqyr68DNZ06KaA2RXEO6SY+iLDPa+2xo6BwIG+w4XG487X3DlZdhRLfVgRZLLDI7oXuanTwxHyaDDi0WGw629yf8ARdSL6Ky97q6OjzyyCO49tpr0draCgD44IMPsHv3bk0Xp5ZvGyvxa3akP75gx84llVE2Flzn7Qx65pQiLPamx//2xRE0dlmxxPskc8XcCkwpycJtZ09GbroR+1v78PrmhiGPTzQW6XQC5k1Wv8URSb2Lv+PG5WDRiZ6TVPe/8RVcbhG56UaUZJsV3V/altl4sEOeCaVWpNegZvr58q2NqO+wojDThDvO8XTmj0mwYwt+GgvwjOc52RvI8lRWalId7Hz66aeYNWsWNm3ahOXLl6Ovz5N+3L59Ox577DHNF6iGtI3VM+CQG/YlKvkoZIgpx4Cvx00kmR2Hy40vDnkKK+dVF6JmShFqqgvhcIm462/b8FltGww6AfecPxWApwOq9ITTM+DwPj6DHRrbaqZ4Agc1IwXU9tkJ5N6F06ATgLq2fgCe4mSl2yvHl+cgO82A3kFnxAW/8nwvldegtJzA5nTh2VUHAADfn1+NyUWe4aaxzewEvxZf3Q5HR6Qi1cHOQw89hF/84hdYsWIFTCZfinLBggXYuHGjpotTK9NskAdmRlq343aLEb8TUkMeAhrmiSSavhU7GrthtbuQn2HEcWWedgEPXOg52vpVQzcA4OpTKzGh0BfQ3FxTNeT0FUdF0FgnvQh+Wd+FQYeymU/RZnYAYEpJFq6YWyH/e1qZ8q0Vg16H0ydJQVpkmQp5cnuMMjv/t7kBR7sHUJpjxvVnTESpt46wxRLLmp3gby6loHZDXUdUrT4oMakOdnbu3IkrrrhixOdLSkrQ3h7/iFgesRDBtk9nvx0n/WIF7v2/rzRe1UhK3mkAvm2kZsug4idayfoDnie5edWFcm+OkycW4LzpxQAAk0GH/1owZch9Ms0GfH++73PSExfRWFVdnIXibDNsTje2HelWdJ9oTmP5u3fhVBi8f7tKjp37k4K0SIOd6DM7wZ+DB+wuPPeJJ6tz14KpSDPq5WCntXdQ82DDouDN5YkVecgw6dFldchH/Sl1qA528vLy0NTUNOLz27Ztw/jx4zVZVDSkEQuRNIfa3tCNbqsD7+84FvNtsHAFc5LCTBOKsswQRc/61JCe5OZ5T5RIfnLJcZhUlInFF07DuNyRwcx1p0/AmVMKccXc8WHXR5TqBEFQvcURaZ+d4SoLMvDAhdNRXZyJC2aWqbqvlKnYfKgTdqf6oaBWe6SZnfAHRV7dWI+2Xhsq8tPxn6dUAgCKs80QBMDhEtFlHdkPLBq+soHgwY5Rr8NUb0CpRdd6Siyqg51rrrkGDz74IJqbmyEIAtxuN9atW4fFixfjxhtvjMUaVYnm+Lm0V+wWgS9iPBQuXN8HiSAImBfBO7RBhwtbjnQB8L3Dk0wtzcbqxfNxxznVAe+bZtTjr989A0//5xzFj0eUyqS/oXUK/gbdbhFWhzaZHcBTz7LqgflDZmUpMa0kG4WZJgw4XNje2K36cfvlcRGRZXYag3R+77M55WGn95w/VZ6obtTrUJjpKcBu1rBux+50w+YN9nLCvHnLz/B8Xetgi+JPdbDzxBNPYMaMGaisrERfXx9mzpyJc845BzU1NXjkkUdisUZVfPvF6iNz/z+wWFfkhxsC6u/MCBpebT3cBbvTjdIcs1z4R0SRkfrtbG/olv92gxl0+ubeRZvZiYZO5/dG6YD65zM5s6PyGsblpUEneIKMtr6R9TcvrT2ELqsDk4szccXcobsBpTmeYKdVw7od/59XuDeX+d6j8t0MdlKO6mDHZDLhxRdfRF1dHd577z289tpr2Lt3L1599VXo9fGfNB5dZsf3B6bm5EUklNbsAL4n2m0NXXLhYzhSsFZTXcQGWURRqizIQGVBOpxuMezoCOkkliAAaYb4PidKzx2RPJ/JNTsqMztGvU7eHh/+PNxttePFzw4CAO5bOG1Ek8Yyb92OlpkdKYueYdIPGXQcSG66lNlJ7NO8pF7E42UnTJiASy65BFdffTWmTp2q5ZqiMqHAl0JVOxfG/8jj3uZetAd4V6IVpR2UAU+2anxeOhwuEZvruxR9f6m/zrxhW1hEFJmayZ7AIVyGVXpDkmHUhx3aGWvS9tu2I90YsKs74CCfxoogOxXsRNb/fnYQvTYnZpRl49IAE9lL5BNZWgY7yt9YMrOTulQHOy6XC8uWLcN3vvMdLFy4EAsWLBjyEW/leekQBGDA4UJ7n7pf2OF/YBsPxm4rS2kHZWBogaSSd2i9gw7saPT01hher0NEkVHab0eLHjtamViYgfLcNNhdbmw5rOyNkqRfPj6v/jomBGiG2t5nw8vr6gF4OkQHCgTLYhrshH9jmZ/pzez0M7OTalQHO/fccw/uueceuFwunHDCCZg9e/aQj3gzGXQY5/2DUduIT/oDO2OyZwZVLOt2lAwC9effAyKczfWdcLlFTCjIYFNAIo1InZR3H7OEfOevRY8drXgOOHgyUutUbGW53CIGHZ6i3swIgjapnGBfSy8au6xo7LLimZX7MeBwYXZFLi6YWRrwflLNjpa9dnxZ9PDXIY23YIFy6lH9W/z666/jjTfewCWXXBKL9WiioiADx3oG0dBpVTzLxuFyy5mgK+aOx8aDnTGbgGtzuuSjoNkKtrEAYJ43hb7raA96rA7kZgS/n1SMyKwOkXZKctIwpSQLB1r78GltG741J3CrDa167GilproQb21tVPXmzb82MCOCoE06fv7+jia8v2Noq5IHLpwetI6w1HvirLknXttYnufVbtbspJyICpSnTJkS/oZxFEmRcmuv552EUS/gohPGQScAh9r7caxb+34LUjdPIPzpAElZbhomF2fCLQKbDoV+0vL112GwQ6Sli0/w9Lp5fk1d0MZ3WvXY0Yr0PLCzsVtx/zDpJJZeJ8BsUF/aeeaUIlQVZsBs0A35+Obscpw9tSjo/UqzfY0FteI7+apgG0uq2RlgZifVqP4tfuCBB/DMM8+oLv4dTZEMBJW2sEqy05CbbsSJFXkA1B33Vkp6p5Gp4HSAPyUdUbv67djTZPHePviTChGpd9tZk5BtNmBvcy/e3zmyuSqQeJmd8rx0TCrKVNU/zNdjRx/Rac7ibDPW/Og87PvFxUM+nr12bsjvJ21jtffZI2qEGIi6bSzfaaxEfo0j9VQHO2vXrsVf//pXVFdX47LLLsOVV1455CMRyJkdFTU7Ld60qfTHFm2r9VDUFMz5O1PBMVKpqHpaqafFPRFpJy/DhO+e7RmW+/TKWjhdI1+Q5ZqdBMnsAP5NERV2gJa7J49uwFaQaYJR7wmGAvXoiUQkp7HsTjcGVI7nocQW0biIK664Aueeey6KioqQm5s75CMRKGlXPpyU2ZHms0hZkQ117ZpH+Eq7Jw93hrdAsralD229gZ8I/PvrEJH2bj2rCvkZRhxs68fbXx0b8XX5NFaCZHYA/+czZW/e5MzOKAdsgiCgJFvbE1m9NuVvLjNMepi8vX/Yaye1qP5rfPnll2OxDk1J21jHugfhdLlHNK4KpNlb/S8FOydPzIdJr8OxnkHUd1gxScMuxL0qjp37y880Yea4HOxpsmDDwQ58c3b5iNusZ38dopjKTjPiznOr8eQHe/HMqlp8c3a5PPIASKzTWBLphOne5l509NlQmBU66xuvzA7gqU882j0gZ9ujJWV2lLy5FAQBuRlGtPXa0NVvx/g8DkJOFRE3FUxkpdlpMOl1cLlFNCn8g2kdltlJN+kxd0IeAO27KUe6jQUg5EDC5p5B1LX1QxCAMyYx2CGKlRvnVaE424yGzgH8Y0vDkK8lUp8dSWGWGTPKPEMuNyqo2/F1Tx79gM13/FyrYCf8EFB/PJGVmhQHO/n5+SgoKBjxMWnSJHzjG9/AihUrYrlOVXQ6AePzA3fwDKbFW/1flut7x+Nrta5t3Y78xxfBk6GvsdnINW046AmATijPDXk0nYiik27S467zPKdSn1t1AIN+9R1SZkdJQexoCjU6wuFyw+b0uwa5e/LoX0OpPDJCm5od6fSrkjmEAHvtpCrFv8lLly4N+Pnu7m5s2bIFixYtwptvvonLLrtMq7VFpSI/HYfa+9HYOQAEHu49hNTXQTr6CHgCi6dXeva53W5Rs9bvfSobCvo7taoAep2Awx1WHGzrw+TiLPlrcn+dKczqEMXaNadV4oVP63CsZxD/+LIBN8yrAuA76hyPrEgoNdWFeGndoRFvlBwuN678w3q09g7i/bvPRlGWOc6ZHe/xc80yO+oy6b7MDoOdVKL41famm24K+fU5c+bgySefTJhgR22RsjRlV2pqBQCzK/KQbtSjs9+O2tZezCjL0WRtkdbseO5jxNlTi7BmXxt+v7oOS672dK0WRZHFyUSjyGzQ4+Yzq/DEv/di1d5WOdiJZ71LKKdNLhjSP6zcW4+yfGsjdh71jJd5fk0dHl00Uy5QjkvNjsbDQNUcPQd8J7JYoJxaNKvZWbRoEfbu3avVt4uamsaC/TanHIBI7yoAz+iJUyd5R0cc0G4rS80Q0EDuXTgNAPDPbY040NoHwNNT6Gj3AAw6AadWKesaTUTROWtKMQDgi0OdcHiPocfrJFM4OWlGzBrWP8zmdOHZVQfk27y68TCaewZ9vYLicA0lmtfsqHtzyW2s1KRZsGOz2WAymbT6dlHzTd0N31hQ+qPKMhtGRP9nxqDfjto/vuHmVOZh4XGlcIvA0pW13vV59uHnTshLqCOvRKlsRlk28jOMsNpd2NHYDSBxMzvAyOez179owNHuAZTmmHHShDzYnW78bvV+XxfoOFxDqTwMNPqaHbdbRJ89sm2sHmZ2Uopmwc6yZcswZ84crb5d1NRkdqR0qfSOwp+0JbTpYEfABmKRiDbYAYAHLvRkd97b0YQ9xyx+IyK4hUU0WnQ6QW7zIGV/41nvEo5//7ABuwu/W+3J6ty1YCoevGgGAE8AtLe5F0B8MjtSsNNnc8r1T5HqtzshtUlTfhqLmZ1UpPjV9v777w/4+Z6eHmzduhW1tbX47LPPNFtYtCZ4a3Zae20YdLiQZgz+RyvX6/gVJ0tmlucgJ80Ay6ATu45ZMKcyL+q1qT0KGchx43Kw6MRxeG9HE55asQ9fNXj23M9kfx2iUTWvugj/3tmM9XUd+K/zp8b1JFM4/v3DfvbeHrT12lCRn47/PKUSJoMOZ08twuf727HpkOd4ejwyO1KGvc/mRItlEFl+hzDUkt5YGvXKZ3z5j4yg1KE4s7Nt27aAH+3t7bjggguwa9cunHzyybFcqyp5GUZ5S6oxzFaWlNkpyx0Z7Oh1gty5WKt+O30qOnqGcu/CadAJwMqvW9HeZ0OaUYc53t5ARDQ6pN5XW450YdDhSujMjn//sL9/cQQAcM/5U+WmiA9cOH3I7eN1DVr12vF/rlU640uq2eFprNSiOGxfvXp1LNehOUEQUJGfjr3NvWjosmJKSfB3By0htrEAz5PZx3tasKGuAz+Yr37i+/DMkhbbWAAwpSQLV8ytwFtbGwF4jqWbDYn3BEuUyiYXZaI0x4wWiw1bDnf5anYSMLMDeLaypMzN5OJMXDF3vPw1qR5w5dctAOJ3DaU5aahr65ez7pFSexIL8NXsKM3sOF1u6HVCRANTIzVgdyE9AYPpRJaSHZQl0vHzOu+JpWCkYKcsZ2RmBwBqpnj2uTfXdw5pvKXEm1saMePRD/HGl74uq9F0UB7u3oVTYfD2/+GICKLRJwiCPKR3zb5WuNyeIpFEzOwAQ/tw3bdw2ohxOlI9IIC4vaBqdfzcEsEbSymzYxl0yD/LYLYe6cK0Rz7Ai58fjHyRKn28uxnHP/YhXllfP2qPmQpSOtg53Xts/M/r62F3Bi8ubhk2F2u4qSVZKMoyYdDhxrYj3arW8NYWT9blNx/uRb/NCZdblFOrWnRYrSzIwP0XTkN1cSa+NWd8+DsQkeakNxor9rTIn0vUU5FzKvNw9tQiXHR8GS6dNW7E148bl4O7zpuCmeNycPLE+LSxKJFPZEW5jRVRsON5EyqKQM9A6OzO57XtcIvA65sbQt5OS1uPdMMtAm9/dXTUHjMVpHSwc93pE1GcbUZj18CQzMpwcvfkIMGOIAjyKSc1R9AHHS5sOdIFAGjvs+PP6+vl/Xwg+m0syQ/mT8GqB+ZzaB1RnEjBTn2H5/RnmlEHvUYd17Vm1Ovw6m2n4483nBy0K/zib0zHv+85GzkaZJ8jUaZRzY48BFRFTzOjXieP8gl3IksaM3SwrV9+HYk1KQDb0dgjb9NReCkd7AyZX/PJ/iHzaySiKKK1Vwp2gk8CPjPEAM5gth7ugt3phvR88sKndTjW7SmWNul1IU+IEVHyqMjPwMTCDPnfidhjJ5lo1WtHCgaUzsWS5GUqGxnhP5ldmk0YaxbvNbncIjbXhx/qSh4pHewAnvk15blpaLHY8NdNR0Z8vbPfDofLsy9bEuDouUTqT7HtSLc86C8cKQu06MRyTC3JgmXQiadXeJoAZmmU1SGixFDjVzOXaN2Tk400tifabEmkh0Hy5RNZoTMnUmYH0LbLfigWv6210XrMVJDywY7ZoMfd508FADy/5oDcyl0ivXMozDTJxy8DqSxIx/i8dDjdIjbXdyl6bOmo+llTi3D/BZ6iv492e/b0tdrCIqLE4N/Qk5md6MjDQHsHIYqhi4RDkesj1WZ2FM7Hau7xZZ7W13VEtVal/OuItOzsn+pSPtgBgG+fXIGqwgy5bsaftCccrF5HIgiC/M5NSb+d3kEHtjd6Gv3VVBfiohPKcHy5b5Aogx2i1DJvsl9mJ0FPYiWL4ixPSYHDJaKzP/J+Nxa5gau62iMlk88dLjc6+n3BztHuARxR0LE/Wv6ZnT1Nlqj++4wlYyLYMep18vDMFz6tGxIZ+4Kd4PU6EunI5ue17WjsssofgYrENtd3wuUWMaEgAxX5GRAEAYv9GnZpcRKLiBJHcbYZ00o9/bwStcdOsjAZdCjK8mRXoqnbiXQbKy9d6rUTPJBo77NBFAGDTpBPrY1GpkV6/Uozel6+Nx5kdkeJMRHsAMBls311M8v8eiKE6p483LzJnjT1niYLzvr1avnj1F+uxD7vLBmJtJd6pl9Pi/nTi3GSt3upFj12iCixSLV96Tx8EDWphvJIZ3/E36Mvwp5mSraxpHqikmwzzpyi/rRuJERRlHsHzZ9W4n3M0SmMTnZjJtjR6wS5WdZL6+rl1J/0riFUcbKkLDcNl88ph9mgkz8MOgGDDjd++/G+IbcNNJhTEAQ8/s0TUF2cictml2tyXUSUOK46pQIV+em4eFZZvJeS9E6t8mRLXlpbH3EtTK/Nu42lMtOmZBtL7s+WmzbktG4s63b67S650aH0O8a6HWXGVK71G8d76mZ2H7Pghc/q8PDFx6FVRWYHAJZeMxdL/f59oLUPFz79KVbsacFXDd2YU5mHrn479jRZAAzdxweAWRW5WPXAfA2uhogSzfHluVj74IJ4LyMl3Dm/Gn/f3IAv6jux9kA7zp5arPp7RHwaK9Ob2ekPntmRSyCy0zBnQh7SjDq099mxv7UP00qzVa9VCalex6gXMH9aCXSCr8eP0tewsWrMZHYADKmbeWV9PVotg/I2lpKanUCk+VQAsMSb3ZH2UKeVZqE4O7LvS0Q0lo3LTcf1p08EAPz249qIMibRb2OFyuz43iibDXqcWuXp2L/+QOy2laR6ndx0I3IzjDhhfC6A0evxk8zGVLADeOpmTp6Yj0GHG39YU6dqGysYaT7V5/vbselgh5xWrPHbwiIiInV+cF410o16bG/oxsqvW1XfX+6grLrPjrSNFaJmZ9gA6Xnyad3YbStJmR2ps7X8mOy3E1Zcg52f/vSnEARhyMeMGTNi+piC4Kvd+dumI/LRwWhSgJUFGfjPUysBAEs+rsU6b8EYB3MSEUWuKMuMW86sAuDJnLvDDOb0N+hwwe7yzESMuKngQPDMjjSRXRpaKr253XiwI+wA0UhJmZ0c72mxGr8xRqPR4yeZxT2zc/zxx6OpqUn+WLt2bcwfs6a6CDXVhbC73BBFz/5ngfeXO1J3LZgCk0GHL+o7cbCtH4IAnDGJwQ4RUTTuOGcyss0G7G3uxb93NSm+n5TVAYAslU0epWGggw53wDFDAPxKIDzBzgnlOchOM8Ay6MSeYxZVj6eUdBJLCnZOrcqHQSfgaPcAGjoHYvKYqSLuwY7BYEBZWZn8UVQ0Ols/D/j1vCnJTgs6EE8p//1lADihPBe5GTxeTkQUjbwME7579mQAwFMrauH0ZmsC6bE65P5ndW19ADw9zdQ+v2eZDTB47xOsbmd4jzaDXofTJylvPBsJ/5odAMgwGTDX287kw91N8rUf7R5gpmeYuAc7+/fvR3l5OSZPnozrrrsOR46MnF8lsdlssFgsQz4idfLEfCyY4elTUBJhcfJw0v4yMHRODhERRe7Ws6qQn2HEwbZ+/HPb0YC32XiwAyf9YoXc/+ya/90IILJu9YIgyNmdQCeyrHannDny774vPe+vi1Hdjq9mx3dNUnuTJ/69V772M3/1Ce76+7aYrCFZxTXYOf300/HnP/8ZH374IZ5//nkcOnQIZ599Nnp7ewPe/sknn0Rubq78UVlZGdXj/+SSGZhWmoVvn1QR1feRFGWZ8ZNLj8PEwgxcdUp0ayMiIo/sNCPuPLcaAPDsJ/thdw7N7oiiiCc/2AuXW4RRL8h90NKMOlw+d3xEj5knDwMdmdmRDrZkmPRDuuFLXfY3H+ocsUYtDM/sAMAVc8ejPDdNvmaT3vOy/iUnog8R1z47F198sfz/TzzxRJx++umYOHEi3njjDdx2220jbv/www/j/vvvl/9tsViiCnimlGTj4/vOjfj+gdxwxkTccMbE8DckIiLFbpxXhT+tPYSGzgG88WUDrvd7nl31dSu2N3Qj3ajHZz8+T5OWH9KJrEBdlOVj5zlpEATfFtm0kmwUZprQ0W/H9sZu+Ti6VqRZXzl+wc6kokysf/h8+d+HO/px7v+sGVKzRAmwjeUvLy8P06ZNw4EDBwJ+3Ww2IycnZ8gHERGlvnSTHnedNwUA8Nwn++XCYbdblDvY33JmlWa9zUL12mkZduxcotMJOCOGx8EtATI7w0k9hax2V8j6prEmoYKdvr4+1NXVYdy4cfFeChERJZhrTqtEeW4aWiw2vLbxMADg37uasLe5F9lmA+44Z7JmjxVqZIR/Zmc4X92O9kXKlgHvaawQTRL9t9X6bYFPko1FcQ12Fi9ejE8//RT19fVYv349rrjiCuj1elx77bXxXBYRESUgs0GPu8+fCgB4fk0dLIMOPLWiFgDw3bMny9kYLeSHGAba3OOdixUg2DnTWzD81ZFuDNi1DTYC1ewMZ/LW7gC+bS+Kc7DT2NiIa6+9FtOnT8fVV1+NwsJCbNy4EcXF6megEBFR6vv2yRWoKsxAR78dNy77Agfb+pGfYcStZ1Vp+jght7F6h/bY8TexMAPluWmwu9zYcrhL0zVJwUuoYAfwbWWxbscnrsHO66+/jmPHjsFms6GxsRGvv/46qqur47kkIiJKYEa9Dvcu9HTB/6qhGwBw57nVqudfhSNtY/UEKlDuCR7sCIIgHwfXeivL10E59Nki6Wh6n43BjiShanaIiIjCuWx2OaaWZAEAirPNuHFeleaPoSyzE7gYuiYGc7IcLjes3m2xcJkdaRZYL7exZAx2iIgoqeh1Ah7/1vEYn5eOn152PNJNes0fIy/IMFBRFOU+O4EyO4BvLuLOxm7N6makk1hA+Cnu2XKww8yOhMEOERElnZrqIqx7aAEuPTE2p3fzg2R2uq0OuWFgsO775XnpmFSUCbcIfHFQm+Z+0hZWttkAfZjxF9lmb80Ot7FkDHaIiIiGkWt2BhxDpq1LW1gFmSaYDcEzSvM03soaPgQ0FG5jjcRgh4iIaBipZsctDj3C3ewtTi4J07xQOoKu1VBQX3Fy+GCH21gjMdghIiIaxmTQIdNbC+Tfa6fVW69Tlhu4XkdyxmTPqIi9zb1o77NFvZ5AQ0CD8R09Z2ZHwmCHiIgogEAnspq93ZNLs0MHO4VZZswoywbgmcgeLSUNBSXZ3i7KfczsyBjsEBERBZCfOXJkhDQqItixc3818lZW9MFOoCGgwSTDNlZDp3VUH4/BDhERUQDSiSxpPATgF+yE2cYCfP12Pqttg8uvyDkSqjI7SdBB+bt/2Tyqj8dgh4iIKIC5lXkAgL9sqJdPZMk9dsJsYwGeE1m56UY0dg3g3e1Ho1qLkiGgEjmzk8BHz/37Bo0GBjtEREQB3HrWJGSbDdjb3Iv3dzYB8NXshCtQBoBMv0nsS1fuh8PljngtFjmzE75AOdGPnrvdIvpGeSI7gx0iIqIA8jJMuN0brDy9shaDDpd8sipYQ8Hhbq6pQmGmCYc7rHhrS2PEa5GHgGaEz+zkJHjNTq/NCTG6XT3VGOwQEREFccuZVcjPMOJgWz+WrT0EUfSMqyjKVBbsZJoN+P58z4DrZ1fth80ZWUZD7rOjaBvLc5s+mxPiaEcVCoz2FhbAYIeIiCio7DQj7jzXF6wAnoaCujAjG/xdf8ZElOWk4VjPIF7/oiGidVhUFChneY+eu9wiBhyju12kRA+DHSIiosRy47wqFGebYZNnYoWv1/GXZtTjrgVTAAC/W30AA3b1AYiaDsoZJr08PysRt7K0Go6qBoMdIiKiENJNetx13hT532UK63X8XX1KJSry09HWa8NfNtSruq8oivJsLCWZHUEQ5OyOkmBHFEUc6x5AY5dV/uixxi4gicc2VviybiIiojHumtMq8b+fHcTR7gGUqszsAJ7xE/ecPxU/enMH/vhpHW45cxJMBmX5hn67S+7To6RmB/BsZfUMOBSdyHrgH9uxfOvQo/E6AXj9jnk4bVKBosdTQzpGP5qY2SEiIgrDbNDj55cfj4mFGbhk1riIvscVc8cj22xAl9WBg+19iu8nZUJMeh3SjMpettV0UV5/oEP+/maDDnqdALcIvLfjmOI1qhGPmh1mdoiIiBRYMKMUC2aURnx/g16HaWXZ2HK4C/uaezGjLEfR/Xz1OgYIgrLC6ByFXZRdbhFt3uP0n/34PJTlpuHDXc2487Utmoy5CIQ1O0RERClsWqlnOGhtS6/i+1hUFCdLpMxOny10YNHRZ4PLLUInAEVZnvEYZ0wugCAAB1r70OptoqglnsYiIiJKYdNLswAA+5qVb2Op6bEjyVK4jSWNvyjKMsOg94QEeRkmHF/uyTpt0GBi+3Dss0NERJTCppWpz+yoGQIqkTI7ljDBTrDxF/LE9gPaBzvM7BAREaWw6d5trCOdVljtyk4lSQGLum0sbxflsJkdT7BTMmyw6TzvxPZ1de2KH1OpcAFYLDDYISIiGiWFWWYUZXn69OxvUbaV1aNiCKjE12cndBalRc7sDO0ddGpVAQw6AY1dA2jotCp+XCWY2SEiIkpx08u8dTsKt7LUjIqQKB0GKgU7pcMyO1lmA2ZX5gEA1muc3WHNDhERUYqTT2Q1qwt21BQo+w8DDUUqUC7NHdko8UzvVpbWR9CZ2SEiIkpxUt2O4szOoPrMjtptrEBdoedJRcp1HZpNTx90uOQZY6OJwQ4REdEokk5k7VOY2VEzBFSitIOyXLMTINiZOyEPZoMObb021LUpPyofihS4KeyNqBkGO0RERKNoaomnZqe114aufnvY20uzpNQdPfd2UA6xjTXocKHLO/CzNMBw0zSjHqdU5QPQbitL2pLLNo/uAAcGO0RERKMoO82I8XnpAJT124mkqaAvsxN8G6ut11OvYzboggZSWvfb6fEGbtkqTpZpgcEOERHRKJuuorlgJDU7UrAz6HDD4QpcI9PsV68TbOaW1G9nw8EOuN3R1+1EUmytBQY7REREo2yawiJlh8sNq90FwDMIVKksv22iYHU7oep1JCeOz0WW2YCeAQf2NFkUP34wUuDGYIeIiCjFSb12asPMyPLvSZOtIkAw6HXIMOkBBO+i3Nzj7Z4coF7H//ucNqkAALBmX6vixw/Gf4L7aGKwQ0RENMqml3oGbe5r6Q15rLvHr6BXr1N3hEnK7liC1O20emt2Ah0793fxCWUAgJfX1aM/TN+ecHwFyszsEBERpbTJxZnQ6wT0DDjkoCOQSOZiScIdP5cyO6G2sQDg8rnjUVWYgY5+O/68vl71OvzJmZ0MBjtEREQpLc2oR1VhBoDQ/XYi6bEjCddFWR4CGmIbCwCMeh3uXTgNAPDCp3VRdUCWjtHz6DkREdEYoOREliWCIaCScMfPpYxSuMwOAFw2uxxTS7JgGXRi2dpDqtciiWSoqRYY7BAREcWBfCJLQWZHzbFzSahtLFEU5W2scDU7AKDXCXjgQk9256W1h9CpoBliIFL9kJpiay0w2CEiIooDJTOyojmqLRUBB9rG6rU5MeDwHGlXEuwAwDeOL8Px5Tnosznxwmd1qtcD+BVcRxC8RYPBDhERURxM89vGCtawT4vMTqDTWC3erE5OmgHp3iPq4QiCgMUXTgcAvLK+Hq3emh815MwOa3aIiIhS38SCDJgMOgw63DgQZNCmNNIhkgLlrBDbWC0Wb71OrrKsjmT+9GKcNCEPgw43Xvz8oOo19VgjL7iOBoMdIiKiODDodTjTO47hfz8bGTi0Wgbx751NAIA5lXmqv798GitAsOM/KkINQRBwxzmTAQCr9qprMuh2i/Jg0lzW7BAREY0N93iPdC/f2ogDrUOzO39YU4dBhxsnTcjD2VOLVH/vUKexWiIMdgBgXnURdAJwsK1fLnJWotfmhNQ/kYNAiYiIxog5lXlYeFwp3CKwdGWt/Pmj3QP426YjAIDFF04POqgzFKkuJvA2lhTshO6xE0huuhEnjM8FAGw42K74ftIx+jSjDmaDsjohrTDYISIiiiPpSPd7O5rwtXfY5nOr9sPucqOmuhA1U9RndQDfNlaoYEdJj51ApGno6w90KL5PT5wmngMMdoiIiOLquHE5WHTiOADAUytqUd/ej39saQTgC4QiIW1jBTp63uwtUC6JMNipqfYEYOvrOkLO9vJnieJkWbRGd9OMiIiIRrh34TT8e2cTVuxpQWuvDS63iPOmF+PkiQURf8+sEEfPW6PM7JxalQ+jXsDR7gEc6bRiYmFm2PvIPYPiEOwws0NERBRnU0qycMXcCgDA9oZuAMAD3p42kfLP7Pj38XG7RcUTz4PJMBkwtzIfgCe7o0Q0PYOixWCHiIgoAdy7cCoMOk8h8sUnlMlFwJGSamNEEbB6uyUDQHu/J3OkE4CiLFPE31+u21EY7EhDQHPSRn9TicEOERFRAqgsyMC9C6dicnEmfnzRjKi/n9mgg1HvCZ78j5+3eut1irLMMOgjDwNqvMHOhrp2RXU7zOwQERER7lowFZ88MB+TisLXwIQjCAKyAhw/VzMANJQ5E/KQZtShvc+O/a2BO0D7Y80OERERaS7Q8fOWXm2CHbNBj1OrPAXU6w+E77fDzA4RERFpLlAX5ZaeyBsKDud/BD0cC/vsEBERkdYCbWPJQ0CjzOwAvrqdjQc74AoyuV0iNxVkZoeIiIi0Ig8D9WssGOkQ0ECOL89BdpoBlkEn9hyzhLytxRtwcRuLiIiINJMTaBtLCnZyow92DHodTp8kHUEPXbfjy+zw6DkRERFpJCtt6DaWw+XGse4BANrU7AC+razV+1pD3i6e4yIY7BAREaWo7GHBzvKtjbAMOlGYaUKVghEPSlwwsxR6nYCNBzux5XBXwNsMOlywOd0AWLNDREREGvI/em5zuvDsqgMAgO/Pr0aaUa/JY1QWZOCqkz2jLpZ8vC/gbaQeOzoByDJxG4uIiIg04n/0/PUvGnC0ewClOWZcf8ZETR/nv86fCpNeh/V1HQF77khbWNlpRui8IzFGE4MdIiKiFCUdPW/rs+F3qz1Znf9aMFWzrI5kfF46vnP6BADAbz/eN2J8RM9A/E5iAQx2iIiIUpbUwG/bkW609dpQkZ+Oq0+pjMlj/WB+NdKMOmw90o01+9qGfM0Sx5NYAIMdIiKilJU9bML4PedPhckQm5f+kpw03DSvCsDI7E48R0UADHaIiIhSVpZfsDO5OBNXzB0f08f73rnVyDIbsPuYBR/uapY/Lw8BjcOoCIDBDhERUcrK9gsu7ls4DQZ9bF/2CzJNuPWsSQCAp1bUyiMkeqzM7BAREVEMjMtJw4IZJbhkVhkunTVuVB7zu2dPQm66Eftb+/Cv7ccA+GV2GOwQERGRlnQ6AS/dfCr+cN3Jo3bkOyfNiDvOmQwAWLqyFg6XmzU7RERElFpurqlCUZYJ9R1WvLWlERbv0fOcNJ7GIiIiohSQaTbg+/OnAACeXbUfbX02ANzGwq9+9SsIgoB777033kshIiKiKF13+gSU5aThWM+gPDNrTG9jbd68GS+88AJOPPHEeC+FiIiINJBm1OOuBVOGfG7MZnb6+vpw3XXX4cUXX0R+fn68l0NEREQaufqUSlTkp8v/HrOZnR/+8Ie49NJLsXDhwrC3tdlssFgsQz6IiIgoMZkMOty7cJr873g1FYxPWbTX66+/jq1bt2Lz5s2Kbv/kk0/i8ccfj/GqiIiISCuXzynHR7ubIQAoyjLFZQ2COHw06ShpaGjAKaecghUrVsi1OvPnz8ecOXOwdOnSgPex2Wyw2Wzyvy0WCyorK9HT04OcnJzRWDYRERFFyWKxIDc3d9Rev+MW7Lz99tu44ooroNf7xsy7XC4IggCdTgebzTbka4GM9n8sIiIiit5ov37HbRvr/PPPx86dO4d87pZbbsGMGTPw4IMPhg10iIiIiJSIW7CTnZ2NE044YcjnMjMzUVhYOOLzRERERJGK+2ksIiIioliK62ms4dasWRPvJRAREVGKYWaHiIiIUhqDHSIiIkppDHaIiIgopTHYISIiopTGYIeIiIhSGoMdIiIiSmkMdoiIiCilMdghIiKilMZgh4iIiFJaQnVQVksa2G6xWOK8EiIiIlJKet2WXsdjLamDnY6ODgBAZWVlnFdCREREanV0dCA3Nzfmj5PUwU5BQQEA4MiRI6r+Y5166qnYvHlzwtzeYrGgsrISDQ0NyMnJicljRHIfNbeP5BpivaZI7pMKPwtgdK4jEX8WkawrFX4WkdwnFX4Wau+TCj8LIDX+vnt6ejBhwgT5dTzWkjrY0ek8JUe5ubmq/gD1en1C3V6Sk5Oj+H6RPMZoXIeaaxitNcX6OhL1ZwHE9joS8WcRyWOkws8ikvukws8i0vukws8CSI2/b+l1PNbGZIHyD3/4w4S6fSQieYxUuI7RuO7R+P78WcQO/75j9xhqpcLvFH8Wsb3PaBHE0aoOigGLxYLc3Fz09PREFBUnilS4jlS4BoDXkUhS4RqA1LiOVLgGgNeRSEb7GpI6s2M2m/HYY4/BbDbHeylRSYXrSIVrAHgdiSQVrgFIjetIhWsAeB2JZLSvIakzO0REREThJHVmh4iIiCgcBjtERESU0hjsEBERUUpjsENEREQpLe7BzmeffYbLLrsM5eXlEAQBb7/99pCvt7S04Oabb0Z5eTkyMjJw0UUXYf/+/UNu09zcjBtuuAFlZWXIzMzESSedhLfeemvIbbZu3YoLLrgAeXl5KCwsxB133IG+vr6Euo66ujpcccUVKC4uRk5ODq6++mq0tLQMuU1nZyeuu+465OTkIC8vD7fddptm1zFa1/DLX/4SNTU1yMjIQF5eniZrH+3rqK+vx2233YZJkyYhPT0d1dXVeOyxx2C325PmGgDgm9/8JiZMmIC0tDSMGzcON9xwA44dO6bJNYzmdUhsNhvmzJkDQRDw1VdfJd11VFVVQRCEIR+/+tWvkuoaAOD999/H6aefjvT0dOTn5+Pyyy/X5BpG6zrWrFkz4ucgfajtKhyvawCA2tpafOtb30JRURFycnJw1llnYfXq1VGvf7SvQ4vX77gHO/39/Zg9ezZ+//vfj/iaKIq4/PLLcfDgQbzzzjvYtm0bJk6ciIULF6K/v1++3Y033oh9+/bh3Xffxc6dO3HllVfi6quvxrZt2wAAx44dw8KFCzFlyhRs2rQJH374IXbv3o2bb745Ya6jv78fF154IQRBwCeffIJ169bBbrfjsssug9vtlr/Xddddh927d2PFihV477338Nlnn+GOO+5Iqmuw2+246qqr8P3vf1+TdcfjOvbu3Qu3240XXngBu3fvxtNPP40//vGP+MlPfpI01wAA5513Ht544w3s27cPb731Furq6vAf//EfmlzDaF6H5Mc//jHKy8s1W388ruNnP/sZmpqa5I//+q//SqpreOutt3DDDTfglltuwfbt27Fu3Tp85zvf0eQaRus6ampqhvwMmpqa8N3vfheTJk3CKaeckhTXAACLFi2C0+nEJ598gi1btmD27NlYtGgRmpubo76G0boOzV6/xQQCQPznP/8p/3vfvn0iAHHXrl3y51wul1hcXCy++OKL8ucyMzPFv/zlL0O+V0FBgXybF154QSwpKRFdLpf89R07dogAxP379yfEdXz00UeiTqcTe3p65Nt0d3eLgiCIK1asEEVRFPfs2SMCEDdv3izf5oMPPhAFQRCPHj2aFNfg7+WXXxZzc3M1Xfdwo3Edkt/85jfipEmTkvoa3nnnHVEQBNFutyfddfz73/8WZ8yYIe7evVsEIG7btk3za4j1dUycOFF8+umnY7Lu0bgGh8Mhjh8/XvzTn/4U82uI5XUMZ7fbxeLiYvFnP/tZ0lxDW1ubCED87LPP5NtYLBYRQMjngES7Dq1ev+Oe2QnFZrMBANLS0uTP6XQ6mM1mrF27Vv5cTU0N/u///g+dnZ1wu914/fXXMTg4iPnz58vfx2QyDZnBkZ6eDgBDvk88r8Nms0EQhCENltLS0qDT6eTbbNiwAXl5eUPeWSxcuBA6nQ6bNm1KimuIt1heR09Pz6gMtYvVNXR2duKvf/0rampqYDQaY3gFkNcorUsS6XW0tLTg9ttvx6uvvoqMjIyYr92f1j+PX/3qVygsLMTcuXPxP//zP3A6nUlzDVu3bsXRo0eh0+kwd+5cjBs3DhdffDF27doV82vQ8jqGe/fdd9HR0YFbbrklhquHvD5pTZJIrqGwsBDTp0/HX/7yF/T398PpdOKFF15ASUkJTj755KS5Dq1evxM62JkxYwYmTJiAhx9+GF1dXbDb7fj1r3+NxsZGNDU1ybd744034HA4UFhYCLPZjO9973v45z//iSlTpgAAFixYgObmZvzP//wP7HY7urq68NBDDwHAkO8Tz+s444wzkJmZiQcffBBWqxX9/f1YvHgxXC6XfJvm5maUlJQM+d4GgwEFBQWapSVjfQ3xFqvrOHDgAJ577jl873vfS7prePDBB5GZmYnCwkIcOXIE77zzTsyvQcvrEEURN998M+68805NthjidR0AcPfdd+P111/H6tWr8b3vfQ9PPPEEfvzjHyfNNRw8eBAA8NOf/hSPPPII3nvvPeTn52P+/Pno7OxMmusYbtmyZfjGN76BioqKpLkGQRCwcuVKbNu2DdnZ2UhLS8NTTz2FDz/8EPn5+UlzHVq9fid0sGM0GrF8+XLU1taioKAAGRkZWL16NS6++OIhUd6jjz6K7u5urFy5El9++SXuv/9+XH311di5cycA4Pjjj8crr7yCJUuWICMjA2VlZZg0aRJKS0tHZeKqkusoLi7GP/7xD/zrX/9CVlYWcnNz0d3djZNOOmnUpsKGkgrXAMTmOo4ePYqLLroIV111FW6//faku4Yf/ehH2LZtGz7++GPo9XrceOONEEehsbpW1/Hcc8+ht7cXDz/8cMzXHMvrAID7778f8+fPx4knnog777wTS5YswXPPPSe/S070a5DqLP7f//t/+Pa3v42TTz4ZL7/8MgRBwD/+8Y+YXoOW1+GvsbERH330EW677baYr1/LaxBFET/84Q9RUlKCzz//HF988QUuv/xyXHbZZaPy5lOr69Ds9TuizbkYwbA9P3/d3d1ia2urKIqieNppp4k/+MEPRFEUxQMHDozYFxRFUTz//PPF733veyO+T3Nzs9jb2yv29fWJOp1OfOONN7S9CDGy6/DX1tYmdnV1iaIoiqWlpeJvfvMbURRFcdmyZWJeXt6Q2zocDlGv14vLly/X7gLE2F2Dv3jU7PjT4jqOHj0qTp06VbzhhhuG7ClraTR+FpKGhgYRgLh+/fqo1z1crK7jW9/6lqjT6US9Xi9/ABD1er144403Js11BLJr1y4RgLh3796o1+0vVtfwySefiADEzz//fMjtTzvtNPEnP/mJdhfgNRo/i5/97GdicXFxTOrYRDF217By5coR9TCiKIpTpkwRn3zySe0uwGs0fhbRvH4nTbAjqa2tFXU6nfjRRx+JougrVNqzZ8+Q21144YXi7bffHvT7LFu2TMzIyJD/42opkusIZNWqVaIgCPITnVSg/OWXX8q3+eijj0alQDmQSK7BX7yDHUmk19HY2ChOnTpVvOaaa0Sn06nVkkcYjZ+F5PDhwyIAcfXq1RGuNrhYXcfhw4fFnTt3yh8fffSRCEB88803xYaGBi0vQRTF0f15vPbaa6JOpxM7OzsjXW5AsbqGnp4e0Ww2DylQttvtYklJifjCCy9osnZ/sf5ZuN1ucdKkSeIDDzygxXIDitU1vPvuu6JOpxN7e3uH3G7atGniL3/5y6jXPdxo/l1E8vod92Cnt7dX3LZtm7ht2zYRgPjUU0+J27ZtEw8fPiyKoii+8cYb4urVq8W6ujrx7bffFidOnCheeeWV8v3tdrs4ZcoU8eyzzxY3bdokHjhwQPztb38rCoIgvv/++/LtnnvuOXHLli3ivn37xN/97ndienq6+MwzzyTMdYiiKL700kvihg0bxAMHDoivvvqqWFBQIN5///1DbnPRRReJc+fOFTdt2iSuXbtWnDp1qnjttdcm1TUcPnxY3LZtm/j444+LWVlZ8mMO/6NM5OtobGwUp0yZIp5//vliY2Oj2NTUJH8kyzVs3LhRfO6558Rt27aJ9fX14qpVq8SamhqxurpaHBwcTJrrGO7QoUOan8YajetYv369+PTTT4tfffWVWFdXJ7722mticXGxZtmp0fpZ3HPPPeL48ePFjz76SNy7d6942223iSUlJZoFbKP5O7Vy5UoRgPj1119rsvbRvIa2tjaxsLBQvPLKK8WvvvpK3Ldvn7h48WLRaDSKX331VdJchyhq8/od92Bn9erVIoARHzfddJMoiqL4zDPPiBUVFaLRaBQnTJggPvLII6LNZhvyPWpra8Urr7xSLCkpETMyMsQTTzxxxFH0G264QSwoKBBNJlPAryfCdTz44INiaWmpaDQaxalTp4pLliwR3W73kNt0dHSI1157rZiVlSXm5OSIt9xyi2ZBwmhdw0033RTwcbTKJozGdbz88ssBH0OrneHRuIYdO3aI5513nlhQUCCazWaxqqpKvPPOO8XGxkZNrmG0rmO4WAQ7o3EdW7ZsEU8//XQxNzdXTEtLE4877jjxiSee0CzwHK2fhd1uFx944AGxpKREzM7OFhcuXDiizCAZrkMURfHaa68Va2pqNFv7aF/D5s2bxQsvvFAsKCgQs7OzxTPOOEP897//nXTXocXrtyCKo1CJSERERBQniXFEhoiIiChGGOwQERFRSmOwQ0RERCmNwQ4RERGlNAY7RERElNIY7BAREVFKY7BDREREKY3BDhEREaU0BjtERESU0hjsEFFM3XzzzRAEAYIgwGg0orS0FBdccAFeeukluN1uxd/nz3/+M/Ly8mK3UCJKWQx2iCjmLrroIjQ1NaG+vh4ffPABzjvvPNxzzz1YtGgRnE5nvJdHRCmOwQ4RxZzZbEZZWRnGjx+Pk046CT/5yU/wzjvv4IMPPsCf//xnAMBTTz2FWbNmITMzE5WVlfjBD36Avr4+AMCaNWtwyy23oKenR84S/fSnPwUA2Gw2LF68GOPHj0dmZiZOP/10rFmzJj4XSkQJicEOEcXFggULMHv2bCxfvhwAoNPp8Oyzz2L37t145ZVX8Mknn+DHP/4xAKCmpgZLly5FTk4Ompqa0NTUhMWLFwMA7rrrLmzYsAGvv/46duzYgauuugoXXXQR9u/fH7drI6LEwqnnRBRTN998M7q7u/H222+P+No111yDHTt2YM+ePSO+9uabb+LOO+9Ee3s7AE/Nzr333ovu7m75NkeOHMHkyZNx5MgRlJeXy59fuHAhTjvtNDzxxBOaXw8RJR9DvBdARGOXKIoQBAEAsHLlSjz55JPYu3cvLBYLnE4nBgcHYbVakZGREfD+O3fuhMvlwrRp04Z83mazobCwMObrJ6LkwGCHiOLm66+/xqRJk1BfX49Fixbh+9//Pn75y1+ioKAAa9euxW233Qa73R402Onr64Ner8eWLVug1+uHfC0rK2s0LoGIkgCDHSKKi08++QQ7d+7Efffdhy1btsDtdmPJkiXQ6TylhG+88caQ25tMJrhcriGfmzt3LlwuF1pbW3H22WeP2tqJKLkw2CGimLPZbGhubobL5UJLSws+/PBDPPnkk1i0aBFuvPFG7Nq1Cw6HA8899xwuu+wyrFu3Dn/84x+HfI+qqir09fVh1apVmD17NjIyMjBt2jRcd911uPHGG7FkyRLMnTsXbW1tWLVqFU488URceumlcbpiIkokPI1FRDH34YcfYty4caiqqsJFF12E1atX49lnn8U777wDvV6P2bNn46mnnsKvf/1rnHDCCfjrX/+KJ598csj3qKmpwZ133on//M//RHFxMX7zm98AAF5++WXceOONeOCBBzB9+nRcfvnl2Lx5MyZMmBCPSyWiBMTTWERERJTSmNkhIiKilMZgh4iIiFIagx0iIiJKaQx2iIiIKKUx2CEiIqKUxmCHiIiIUhqDHSIiIkppDHaIiIgopTHYISIiopTGYIeIiIhSGoMdIiIiSmn/H3FYtp72czmUAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%% Zoom in\n",
    "\n",
    "fig, axs = plt.subplots()\n",
    "\n",
    "df['UNRATENSA']['1989-01-01':'1999-01-01'].plot()\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Unemployment rate')\n",
    "plt.show()\n",
    "\n",
    "axs.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8ab03a94-fe6d-4e31-a8be-cf1f35b41aaf",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%%\n",
    "import seaborn as sns\n",
    "\n",
    "df['year'] = pd.DatetimeIndex(df.index).year\n",
    "\n",
    "df['month'] = pd.DatetimeIndex(df.index).month\n",
    "import calendar\n",
    "df['month'] = df['month'].apply(lambda x: calendar.month_abbr[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cf8fdec1-83ee-442e-8c6b-0e944ca07c49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%%\n",
    "fig, axs = plt.subplots()\n",
    "\n",
    "sns.lineplot(data=df['1989-01-01':'1999-01-01'], x=\"year\", y=\"UNRATENSA\", hue=\"month\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "601e2536-f510-452b-a288-f108730d7585",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wf/9+zxiZTIZGc/7hWqvVIpfLPWMOHTpEUFCQR6QALFu2DLlczuHDh71m71D4NOsnICCA3//+9/z+97/3pRnXhUwuIyQlhpCUGCaa59KUX0pDXhF9zR0055fSnF+KX6iBqJx0orInohljgakymYywKRPwMwZTudndhbnknS3ELbuJkPQkX5sn8AEtx8/SU92ATKEgcc2CK2reqQ0JJOW2pXRX1FG/Jw+bqZfqrftpO1VM7KKZ6MJDRsBygeDKkVwumnbv8smxIxctRualAPT09HTi4+N55plnePXVV9Hr9fzud7+jrq6OxkZ3/OHs2bPR6/U89dRTPPfcc0iSxNNPP43T6fSMaWpqIjw8fNDcSqWSkJAQmpqavGLrpRg/nfdGASqdlrg5U5j5/+4k9we3ET1jEgq1iv52ExXbjnDw+f/j1N8+p62oGpdzdMXhfB36yDDS77+ZgPgoXA4n1Vv3U7f7CC6n09emCUaQvqY2Gg4cByB2US5+oUFXvK9MJiMoJY5JD95C1JxpyJUK+hpaKX57MzVffIndbBkmqwWCGxeVSsWHH35ISUkJISEh6HQ6du3axerVqz0xokajkQ0bNvDpp5/i7+9PYGAgXV1dTJ8+/aI4Ul8gmhIOAzKZDENsOIbYcFJX30RLYTmNeUV01zTTdraKtrNVqAN0ROWkEZ2Tjl/IyMbXXCtKPy0p65fQ+OVJmo8U0ppfjLm5g6SbF6Dy1/naPMEw47TaqNqyD1wSQRMSCJ084ZrmkSsVRM6cQsikZBr2H6ezuIr2wlK6SquJuimLsKkTkY2Ci6PgxkYmlxO5aLHPju1NcnJyyM/Pp7u7G5vNhtFoZNasWYOWcVasWEF5eTltbW0olUqCgoKIjIwkOTkZgMjISFpaWgbN63A46OjoIDIy0qv2fhUhVIYZpUZFdE460Tnp9LV00pBXRNOJEmw9Zqp3n6B69wmCU2KIzk0nbFIiiitwo/sSmVxO9Jxs9BFhVH1+gL7GVore3kzimgUExEb42jzBMCFJErU7D2Pr7kUdoHfHLclk1zWnOkBP4ur5hE2dSN2uo/S3dVK3+yhtBaXELsolIC7KS9YLBFePTCbz2vLLaCEwMBCA0tJS8vLyhowHDQsLA2Dnzp20tLRwyy23AHDTTTfR1dXFsWPHyMnJ8YxxuVzMmjVrWO32adbP9eLLrJ/rweVw0na2ioa8IjrK62DgE1D6aYicNoHo3HT8I0N9a+QVYOk0Ubl5D5a2LpDJiJk/HWP2pOu+gQlGH+2ny6jZfghkMibetRJ9tNGr80suF+2FZTQcPIHTYgMgaEI8MfNzUBv8vXosgWAoxnLWT29vL2VlZQBkZ2fz4osvsnjxYkJCQoiPj2fDhg0YjUbi4+MpKCjg8ccfJycnhw8++MAzxxtvvMGkSZMwGo0cOnSIxx9/nIcffpgXXnjBM2b16tU0Nzfzpz/9Cbvdzre+9S1yc3N5++23h7TLW1k/Qqj4mP7OHhqPF9N4rBhr9/nCOYbYcKJy04mYmoJyFKcDO+12anccprOoEoCgCQnEL79JpJ6OIywd3RS/vRmXw0nUnGlEzpwybMdyWKw0HjpJ26kSkCRkCgURuZlE5GZeUdCuQHCtjGWhsnv3bhYvvniZ6qGHHuLNN9/kpZde4vnnn6e5uZmoqCgefPBBfv7zn6NWn7+3PP3007z55pt0dHSQmJjI97//fZ544olBD54dHR384z/+I59++ilyuZw77riDl156CX//oR8mhFBhfAiVc0guFx1ldTTkFdF2thppoMiOQq0kfEoK0bnpGOIiRqW3QpIk2k6VULfnKLgktCGBJK1diDYk0NemCa4Tl8NJ8TtbsLR1EhAfScpty0bkO9jf2kndnqP01rkrY6oC9MQsyCEoNX5U/gYEY5+xLFRGK0KoML6EyoXYevtpOlFCQ14R5rYuz3Z9eDBRuelETpuAehQ2e+ttaKFq817sff3IVUoSVswhaEKCr80SXAe1u47QdrIYpZ+G9G+sRaUfuaBpSZLoKq2hfl8e9h4zAP6xEcQumoFfWPCI2SG4MRBCxfsIocL4FSrnkCSJ7uomGvKKaCmswGV3ACBTyDFmJBKVk05ISiwy+eh5wrT39VP12T56691PwuE5GUTPzRZZHGOQrrIaKjftASBl/RIMiTE+scNld9Ccd5rmvEIkpwtkMoxZE4mcnYVSO7arPwtGD0KoeB8hVBj/QuVCHBYrzafKacgroqe+1bM9KCmKzHuWoQkYPenBkstFw4ETtBw7A0BgajxJNy8QLvsxhK2nj6K/bcJptRGek0HM/Bxfm4S1u4f6fcfpLqsBQKHVED13GqGZqUIIC64bIVS8z7gooS+4cpRaDTEzM5jx2O3M+Ic7iJ2diUKtpKuykaOvfEBX9fBWBrwaZHI5MfNzSLx5gbv0flkNDfuP+9oswRUiuVxUbd2P02pDFxFK1JxpvjYJAE1gAMlrF5J6+zK0IYE4LVZqdxym+O9b6G1o+foJBALBmEQIlTFIQHQYE9fNI/exO9CHB2PrMXPifz+l9lDhqOqdEjwhgfjlcwBoOXaGtoISH1skuBKaDhfQV9+CXK0icfV85KOslkRAfBTpD6wlZmGuu/Jzawel731O1ZZ92HrNvjZPIBB4GSFUxjB6YxA537+N8CkpSC4XpZsOcGbDTpw2u69N8xCSnkTk7CwAancewVTd4GOLBJejp7aJpiMFAMQtmYUmKMDHFg2NTCEnPHsSkx5eT+jkVAA6i6s4+9ZGmo4U4HKI1g4CwXhBCJUxjlKjIvOepUxYcxMyuYzmk2Xk/eljzG3dvjbNQ+SsKQSnJ4EkUbl5L/3tXb42STAEjn4L1Vv3gyQRkpEyJppOqnRa4pfdRNp9a9BHGXHZHTQezOfsXz+lu6J2VHkYBQLBtSGEyjhAJpMRN3cq2Y+sQ+2vo6+5g6N/+JDWM1W+Ng1w2xe/7Cb0MeG4bHYqPt6Jva/f12YJLkCSJKq3H8Le148m2EDs4hm+Numq0EWEMuHulSSsmotS74etu4eKT3ZT/vFOLB2jR7QLBIKrRwiVcURQYhQz/uF2AhMicVptFPzf55RvO+wpHudL5EoFyWsXoQkKwNbTR8Wnu3E5HL42SzBAa34Rpoo6ZAo5iWvmo1CNvcrCMpmMkPRkMh66lYjcTGRyOT3VDZz926fU7zuG02rztYkCgeAaEEJlnKEx6Ml+ZC1xc9xlzqv35JP/5mfYRoEHQ+mnIfnWJSg0asxNbVR/flC45kcB5pYOT1ZWzIJcdMYQH1t0fSjUKqLnTSf9m+swJMWAS6Ll2BnOvLWR9jPl4jsnEIwxhFAZh8gVCibcPIfMe5YiVynpLK/n6CsfYqr1fQqnNthA0rpFyORyukqraTyY72uTbmicNjtVn+1FcroITIkjbOpEX5vkNbTBBlJuXULyrUvQBAXgMFuo2XaQkne20NfU5mvzBAKvsXfvXtatW0d0dDQymYyPP/540OvNzc08/PDDREdHo9PpWLVqFaWlpYPGlJeXc9ttt2E0GjEYDNx99900Nzd7Xq+qquKRRx4hKSkJPz8/UlJS+Nd//VdstuH3VAqhMo6JmJpK7g9uQxcWiLW7l2P/s5H6I2d8/kQZEBtB3LLZADQfLaT9dJlP7bmRqdt1BGtXDyp/HfHLbxqXRfkCk2JI/+Y6oudNR65SYm5up+SdLVRvOyhipQTjgr6+PrKysnjllVcuek2SJNavX09FRQUbN27kxIkTJCQksGzZMvr6+jz7r1ixAplMxs6dOzlw4AA2m41169bhGggdKCoqwuVy8eqrr3L69Gl+97vf8ac//Ymf/vSnw35+ojLtDYDDYuPsB7s8wbWR0yeSdst8FD7uRttwMJ/mIwUgl5F62zIC4iJ9as+NRsfZCqo/PwAyGRPuXI5/TISvTRp27H1mGvafoONsBQBytYqo2VMJy0obdfViBCPLeKlMK5PJ+Oijj1i/fj0AJSUlpKWlUVhYSGZmJgAul4vIyEiee+45Hn30UbZt28bq1avp7Oz03Eu7u7sJDg5m27ZtLFu2bMhjPf/88/zxj3+koqJiyNdFZVrBFaPUqpl8/wpSVs4CmYym4yUce/Vj+jtMPrUr6qYsgiYmgEuictMekZ0xglg6TdTuPAxA5KypN4RIAVDpdSSsnMvEe1ahiwjFZbNTv/cYRX/bJGr8CAYhSRJOu90nf970H1itVoBBQkEul6PRaNi/f79njEwmQ6M53ztLq9Uil8s9Y4aiu7ubkJDhj2nz7SO1YMSQyWQkLJhGQIyR0+9+QW9jO0f/8CGZdy0hNC3edzatmIu9x0xfYyvlG3eRdu8qlH5j92lmLOByOKnasg+X3YF/TASRMyf72qQRRx9lZOK9q+k4U07D/uNYO02Uf7SDwORYYhbkjtpCd4KRw+VwcOqVd3xy7Kn/cK/XMu/S09OJj4/nmWee4dVXX0Wv1/O73/2Ouro6GhsbAZg9ezZ6vZ6nnnqK5557DkmSePrpp3E6nZ4xX6WsrIyXX36Z//zP//SKnZdDeFRuMEJSYpjx2B0Y4sJx9Fs5+dctVO7IQ3L5ZgVQrlSQtG4RaoO/u/bFp7tFVdFhpuHACfpbOlBoNSSsmnvDNvSTyWSEZqYy6aH1GLMngVxGd0UdZ//6CQ0HToyqCs8CwbWiUqn48MMPKSkpISQkBJ1Ox65du1i9ejXygd++0Whkw4YNfPrpp/j7+xMYGEhXVxfTp0/3jLmQ+vp6Vq1axV133cV3vvOdYT8H4VG5AdEG+TP90Vso/ewg9YfPULnzGKa6VjLuWoxKN/LeDJVOS8r6Je5sjIZWarYfJGHVvHEZ2OlruivraD1xFoCEFTehDtD72CLfo9SqiV2YS+jkVOr3HKWnponmo4V0nK0get50gtMSxXfxBkSuVDL1H+712bG9SU5ODvn5+XR3d2Oz2TAajcyaNYvc3FzPmBUrVlBeXk5bWxtKpZKgoCAiIyNJTk4eNFdDQwOLFy9mzpw5/PnPf/aqnZfixnyUEiBXKki7ZT6T7lyMXKmgvaSGo3/4kJ4G36RtakMCSVq7EOQyOouraPrylE/sGM/Ye83UbDsIgHFaOoHJcT62aHThFxpEym3LSFq7ELXBH3uvmeqt+yndsA1zS4evzROMMDKZDIVK5ZO/4RLGgYGBGI1GSktLycvL49Zbb71oTFhYGEFBQezcuZOWlhZuueUWz2v19fUsWrSInJwc3njjjSG9LcOB8Kjc4ERlT8Q/IoSCv2/H0mHi2Ksfk3brfKKmp424LQHxUcQtmUXtF1/SdPgUmuAAQtKTv35HwdciuVxUbd2Po9+KnzGE6HnTfW3SqEQmkxGUGo8hMYaW42doPlJAX0MLxX//jLDJE4iakyViqASjjt7eXsrKzpd5qKysJD8/n5CQEOLj49mwYQNGo5H4+HgKCgp4/PHHWb9+PStWrPDs88YbbzBp0iSMRiOHDh3i8ccf54knniAtzX0vOCdSEhIS+M///E9aW1s9+0ZGDm/GphAqAgKiw5jx2O2c2bCT9uIazn6wm+6aZiaunYtcObIpm2GTJ2Dt7KHl2Glqth9CHaC/YTJShpPmo4X01jUjVylJXDN/xD/XsYZcqSBy5hRCJiVTv+84XSVVtBWU0FlSRdRNWYRNnXjDxvYIRh95eXksXrzY8/8nn3wSgIceeog333yTxsZGnnzySZqbm4mKiuLBBx/k5z//+aA5iouLeeaZZ+jo6CAxMZGf/exnPPHEE57Xt2/fTllZGWVlZcTGxg7ad7irnIg6KgIPkkuiavdxKnfmgQQBMUam3L8c7QhnQEgDXZa7y2pQaDWk3bsKTZD4fK+V3voWSt/fBpJE/Io5hGak+NqkMUdvXTO1u49iaesEQBsaROyiGaL2zzhivNRRGU2IOioCryOTy0hakkPWg6tR+mnoqW/l6Csf0lFWN7J2yGQkrpyLLiIUp8VK+cZdOCzWEbVhvOCwWKnaug8kieD0JCFSrhH/2AjS719D7OKZKLRqLO1dlH2wncrNe7GZ+nxtnkAwrhFCRXARoRPjmfHY7QREh2E3W8h/8zOq9pwY0RRmuUpJ8i2LUQXosXaaqNy0B5dTpC1fDZIkUbP9EPYeM5qgAOKWzPK1SWMamVyOMSuNjIfXE5aVBjIZXaXVnPnLRhq/PCW6gQsEw4QQKoIh8QsxMP27txKVkwaSRMW2IxS8vW1EPRsqvR8pty5Grla5Xe9ffOnzPkVjibZTJXSX1yKTy0lcPR+F2jsFpG50lFoNcYtnkn7/zfjHRCA5nDR9eZKzb31CV2m1+I4KBF5GCBXBJVGolEy6fRHp6xcgU8hpO1vF0T98SG9T+4jZ4BcWTNKa+SCT0XG2guajhSN27LFMf2sn9XvzAIiel40uItTHFo0//IzBpN65nMQ181H567D19FG5eS9lH35Bf3uXr80TCMYNQqgIvpboGZPI+e6taIL86W83kfenj2k6Wfr1O3oJQ2IMsYtmANB4MJ/O4qoRO/ZYxGm3U7VlH5LThSEpxl11VTAsyGQygicmMumhW4icNQWZQk5vbRNFf9tE3e6jIrZKIPACQqgIrghDbDgzHrud4NRYXHYHZ97bScmmAyNW7t6Ylea54VZvO0BfQ+vX7HHjUr87D0tHN0q9H/HL54iqqiOAQqUi6qZpTHrwFgJT4kCSaM0v4uxbG2krKEVyuXxtokAwZhFCRXDFqPV+THtoNQmLsgGoO1TIidc+xTpCWQ8x86cTmByL5HRR8ekurN09I3LcsURncRXtp92FnxJXzfNJS4QbGU1gAMnrFpFy+zK0IYE4+q3U7viS4ne20NvQ4mvzBIIxiRAqgqtCJpeTsnwmU7+xEqVWTXdNM0df+YDOyoYROXbCqnn4GUNw9Fup2LgLh8U27McdK1i7e6jZ8SUAETOniBofPsQQH0X6A2uJWZiLQq2iv6WD0vc+p2rrfuy9Zl+bJxCMKYRQEVwTYZMSyX3sdvQRIdh6+8l/fRM1+08Ne8aDQq0i+dbFqPx1WDq6qfpsD5JTuNUlp4uqz/bhstnRRxuJmj3V1ybd8MgUcsKzJzHp4VsJnZwKQGdRJWfe2kjz0ULRJVwguEKEUBFcM7rQQHK/v56IaROQXBJlWw5x+p0vcFiH18uh9teRfMti5ColPTVN1O46fMOnhDYczMfc3I5CoyZx1XxR3n0UodL5Eb/sJtLuW4M+yojL7qDhwAmK/vYp3RV1N/x3VyD4OsTVTHBdKNQqMu5czMR1c5Ep5LQUVpD3x4/oa+0c1uPqwkNIXO1OW24vLKPl+JlhPd5oxlTVQMux0wDEL78JtUHvY4sEQ6GLCGXC3StJWDkXpc4Pa1cPFZ/somLjTiwd3b42TzCG2bt3L+vWrSM6OhqZTMbHH3886PXm5mYefvhhoqOj0el0rFq1itLSwZmb5eXl3HbbbRiNRgwGA3fffTfNzc1DHs9qtTJt2jRkMhn5+fnDdFbnEUJFcN3IZDJiZ09m+qPrUAfoMLd2kfeHj2gprBjW4wYmxxKzIAeAhn3H6SqrGdbjjUbsff1UbzsAQNjUiQSlxvvYIsHlkMlkhExKJuPhWwnPyUQml2OqaqDob5uo33cM5zB7IwXjk76+PrKysnjllVcuek2SJNavX09FRQUbN27kxIkTJCQksGzZMvr6+jz7r1ixAplMxs6dOzlw4AA2m41169bhGiJj7Sc/+QnR0dHDfl7nEE0JBV7F1mum8J0ddA0E18bPm0ryilnIFcOjiSVJom73UdpOFiNTKphw5wr0kWHDcqzRhiRJlH+0g56aRrRhQaTduxq5UjREH0tYOk3U783DVFkPgFLnR/S8bELSk8Ty3QgzXpoSymQyPvroI9avXw9ASUkJaWlpFBYWkpmZCYDL5SIyMpLnnnuORx99lG3btrF69Wo6Ozs999Lu7m6Cg4PZtm0by5Yt88y/ZcsWnnzyST744AMyMzM5ceIE06ZNG9IW0ZRQMCpR++uY9q2biZ+fBUDN/lMU/G0rTvvw9EGRyWTELszFkBiN5HBS8cnuG6ZJXEveaXpqGpEpFSStWSBEyhhEG2wg5dYlJN+6GE1QAA5zPzXbDnLyD+9Q/M4Wancepr2wFHNLh+h1NcJIkoTDavfJnzf9B1aru+jghUJBLpej0WjYv3+/Z4xMJkOj0XjGaLVa5HK5Zwy4l5C+853v8Ne//hWdTuc1G78OcWUTeB25Qk7qqtkYYsM58/4u2ktqOfXXrUz9xsph6Tcjk8tJXLOAkve2YmnrovyTnUy8ayUKjdrrxxot9DW20nAoH4C4RTPQhgT61iDBdRGYFEtAXBSt+UU0Hy3EabVhbmrD3NTmGSOTy9GGBqELD8EvPMT9b1gwcpW4jA8HTpuDDx+/eCllJLj9v/4BpcY718r09HTi4+N55plnePXVV9Hr9fzud7+jrq6OxsZGAGbPno1er+epp57iueeeQ5Iknn76aZxOp2eMJEk8/PDDfP/73yc3N5eqqiqv2HcliG+4YNgIn5yMSq/l1F+20Flez8m/bGXqN1d57Qd4IQq1ipRbllD8zhYsbV1UbdlH8i2Lx6X73GGxUbVlH7gkgiYmEJKZ6muTBF5ArlQQkZtJeE4G1k4T5pYO+ls73P+2dOC02uhvdW/j9MBOMhnaEAN+4aHojAPixRg8rkW64OpQqVR8+OGHPPLII4SEhKBQKFi2bBmrV6/2eG6MRiMbNmzgBz/4AS+99BJyuZz77ruP6dOnIx+4hr788sv09PTwzDPPjPg5CKEiGFaCk6KZ9vDN5L/1GV2VDZx86zOyHlyNUuv9C6naoCfl1sWUbPgcU1UDdXvyiF00Y1yVkJckidodX2Iz9aE2+BO/dPa4Oj+BezlTGxLo9pKlJwHuz91m6hsQLu30t7gFjMNswdLejaW9m86z54PXNUEBA16XUPe/xhCUfppLHVIwBAq1ktv/6x98dmxvkpOTQ35+Pt3d3dhsNoxGI7NmzSI3N9czZsWKFZSXl9PW1oZSqSQoKIjIyEiSk5MB2LlzJ4cOHRq0PASQm5vLAw88wFtvveVVmy9ECBXBsBOYEEn2t9aS/+ZmuqubyH9zM1kPrUE1DBdOXUQoiavmUblpD20ni9EEBRA+jprytZ8uo6u0GuQyEtfMF0/ONwgymQxNoD+aQH9PZpckSTj6+jG3nPO6tGNu7cDeY8ba1YO1q4eukmrPHOoA/fklo/BQdOEhqPR+vjqlUY9MJhsW768vCQx0LxGXlpaSl5fHr371q4vGhIW5kxF27txJS0sLt9xyCwAvvfQS//Zv/+YZ19DQwMqVK3n33XeZNWvWsNothIpgRDDEhZP97bWceGMzptoW8l/fxLRv3TwsvWiCUuOJnj+dhn3Hqd+ThybQn8DkOK8fZ6Tpb++ibvdRAKLnZN8w2U2CoZHJZKj8dQT66whMjvVst5stg5aMzC0d2Lp7sPX0Yevpo7u81jNWqfdDd068DCwdqQL0wks3xujt7aWsrMzz/8rKSvLz8wkJCSE+Pp4NGzZgNBqJj4+noKCAxx9/nPXr17NixQrPPm+88QaTJk3CaDRy6NAhHn/8cZ544gnS0tIAiI8fXPrA398fgJSUFGJjYxlOhFARjBgBMUamP7qOE69toqehjROvbWLat29GPQxPdeHTM7B29tBeWErVlv1MuGsluvAQrx9npHA5HFR9tg/J4SQgPorwnAxfmyQYpah0WlQJ0RgSzte5cFjOx7ecEzCWjm4cff2YKus96dEACq16QLiEegJ3NUEBQryMYvLy8li8eLHn/08++SQADz30EG+++SaNjY08+eSTNDc3ExUVxYMPPsjPf/7zQXMUFxfzzDPP0NHRQWJiIj/72c944oknRvQ8LoWoozIEkkuipaSO8ImxyOSj98fptNmRKxVjLmC0t7mD/Nc3YevtRx8eTPYja1H7ez/VTXK6KN+4k56aRlR6Pybet2ZYjjPcSJJE3a4jtJ0qQanTkv7AWuGyF1w3Trud/tZOj9elv6WD/o4ucF18S5CrVeiMwYPiXrQhgeNKvIyXOiqjCW/VURFCZQiai2rZ8/sP0IUEkDQ3k6SbMtGFBHht/uvB5XTSV9tAd3kV/U0tyORy1MGBaIKD0IYEoQkJRh1kQK5Q+NrUy9LX2sWJ1z7F1mNGZwwi+9tr0QxD6Xen1UbJu1uxdHTjZwxhwl0rhiVF2lu4gyZ7B7nt+1vacfS7ayGk3LZ00JOyQOBNXA4nlvauC75/7fS3dQ7Z+NOQGE3CqnkoteMjSFcIFe8jhArDJ1SqDp3hxIY92M3umwMyiMxIJHneZKKmJKFQjrwIsHZ1YyqrwlRZg8v2NWW2ZTLUQQa0wUFoBsSLJjhw1BUEM7d3c+K1TVi7e/ELNZD97XVog/y9fhxrdy8l727BYbZgSI4lee3CUeGFklwurF09g28KLR04bfaLB8tlRM/JJiI3c+QNFdzQSE4Xls7uQeLZ3NyG5HShNuhJWrsQXXior828boRQ8T5CqDC8JfQdNgf1J8qoOFBIa0mdZ7smQEfi7Ekkzc3EEDm8MQ8uu52e6jpMZVVY2js825U6PwwpiRiSE5AkCWtHF9aOTqwdXVg6u3Bdol+I2hAwIFyC0AyIGIXat1kj/R0mTry+CUtnD9rgALIfWYdfsPe9V32NrZS+vx3J6cSYPYnYhblfv5MXkZwu+ju6BrvZWztwOS6uNipTyPELC/YEN/qFh+AXFjTqhKbgxsXc2kHlpj3YunuRKeTELZlF6Biv5yOEivcRQoWR6/XT09xJ5cHTVB06g8Vk9mwPS40heW4msTkTUHppOUGSJCztHZjKquiprkU6dyOTydDHRhGYkoQuKuKSsTOSJOEw958XLh1dWDu7cPZbhhyv8tcPEi6akOARd+Vauno48dom+jtMaIL8yf72WnSh3q+02llSTdVnewGIXTwTY1aa148Bbvd5f9sFa/+tHZd0n8uVCvyMF1QaHVj7H+1LdwKBw2Kl+vMDnkDc0MmpxC6aidwHHmdvIISK9xFChZFvSuhyOmksrKLywGkaCyo9Vf1UWjXxM9NImjuZ4Pjwawowc1qsmCprMJVXYes2ebarAvwJTE0kICkBpd+1/3gc/f0Dnhe318Xa0YWjzzzkWKXOb5B40YYEo/DTDmvgnLW7jxOvb8Lc1oXGoGfat9eiNwZ5/ThNRwpoPJgPMhkpty7GkBhzXfM5bfZBosTc0oHlcgGJF5Q/14WHurMpRsEylEBwLUiSRPORAhoPnQTcdYySbl6A2uD9JdzhRggV7yOECr7tnmzu7KXqyzNUHjhNX1u3Z3tQnJGkuZNJmJGGWn/5L7skSZibWjCVVdFX14A00E5bplDgnxBLYEoiWmPosAkEp9WKtbMba0en2/PS0YW9p3fIsQqtZpDXRRsShFKv86pt1h4z+a9voq+lE7W/juxH1qIPD/ba/OB+z2u2H6LjTDlytYqJd6/EL+zKjnEuxdNTXKulA2unacixSj/NBUs37jRPdaD/uMqSEAjOYapqoGrrPpwWGwqthsTV88Zc0LcQKt5HCBV8K1TOcS6VufJAIXUnyjwxBwqVgtjpE0iaOxnjhJhBNyi72YypvBpTedUgr4YmJAhDShIBiXE+y0xx2u3YOruxDCwdWTu6sJlMMMS3RK5WDfK6aEKCUAVc383Y1tdP/uub6G3qQKXXkv3ttfhHejdQz+V0Uv7RDnrrmlEF6Em7d/VF6b52s+V8gGvruaJZQ4s4ld5vcLny8BBU/t4VcQLBaMfa3Uvl5j30t7jj6aLmTCNixuQx8zsQQsX7CKHC6BAqF2Lt7af6SBGVB07TXX++66m/MYikORkYE0KwNjdjbmzy3PjlKhUBSXEYUpLQhgT5xvCvweVwYOsynRcvnV1Yu7qHXN6QKZVoggPd4iX4fLr01Vys7GYL+W9spqehDZVOy7Rv3UxAtHersDosVkre3Yq104QuIpTImVMwt57ParD3Dr0spjb4nw9wPVfJU9Q0AdweJ4VaNaprDwmGF5fDSd3uI7QXuqukGpJjSVgxd1h6e3kbIVS8jxAqjD6hcg5JkuisbqbiQCE1h4txXJBuGhjqR2iEnoi0WAInJuMfFzMmg88kpwtrt8kTtGvt7MLa2Y3kvDiLJSA5gYjZOVcnVvqtnHzzM0x1LSi1aqZ962YMseHePAWsXT0Uv7MFp8U65OuaYMOgmBI/Y8i4qRnhTSSXROWuY1TtOo42OIDonDSipqcNS10cwdigrbCUul1H3CnMgQEkr12In9G7y7jeRggV7yOECqNXqLgcDnpr6jGVV9Hb2EJXq5n25j76TOfThv0C9STOySRpTib+Ru9nuPgCyeXCZup1i5eBgN3+1naQJMJnTScwNemq5nNYbJx86zO6a5pRaNRMe3g1gfGRXrW5t6GFqi37UGjU6DzZN6H4GYNHdWG40YLdbOHMhp20l9QOfkEmIywtnqjcdEInxiNXiIDhGw1zc7s7hbmnD5lSQfzS2YRMSva1WZdECBXvI4QKo0+oWDo63WnFVTW47A73RhnooyMxpCThlKuoPHSW6i/PYu3t9+wXnh5H8tzJxExLQaEaX7UyOs8U03aiEJlCQdyqJWiCru5zcljtnPrLFrqqGlGoVUx9cBXBSWMrSG+80tPQRsHb27B09iBXKpi4bh4yhZyGvLN0VzV5xqkDdERNn0hUTvqwpJ0LRi+OfitVW/fTU90AQFhWGjELckZl+v1YFip79+7l+eef59ixYzQ2NvLRRx+xfv16z+vNzc089dRTbNu2ja6uLhYsWMDLL7/MhAkTPGPKy8v50Y9+xP79+7FaraxatYqXX36ZiIiIQcfavHkzv/zlLzl16hRarZaFCxfy8ccfD2mXECqMDqHitNnoqarFVFaFtbPLs13pryMwJQlDcgJK3eAYBqfdQcOpCioOFNJ8tsYTr6LWa0mYmU7SvMkExYyPzriSJNGw6wDmxmbUgQbiVi256qUup83Oqb99Tmd5PXKVkqnfXEVIyvWlFQuuj4ZjRZR8sh+Xw4k2xMCU+5YPiiPqa+2k8VgxjceLsfedr+ETlBRNdG46xsykcSfKBUMjuVw0HT5F0+ECAPRRRhJvXjDq+m6NZaGyZcsWDhw4QE5ODrfffvsgoSJJEnPmzEGlUvHCCy9gMBh48cUX2bp1K2fOnEGv19PX18fUqVPJysri2WefBeDnP/85DQ0NfPnll8gHSih88MEHfOc73+G5555jyZIlOBwOCgsLufvuu4e0SwgVfCdUJEnC0tJGd3kVvTV1nkJeMrkcfVw0galJ+EUYrygmo6/d5C4md/AM5s4ez/aQxAiS5k4mfkYaqjEQiHY5HP0Waj77AqfFSuCEJMJnTr/qOZx2BwX/t42O0lrkSgVTvrGS0Alxw2Ct4HK4HE5KNh2g4ehZAELT4sm4awkqv6Fjd1wOJ23F1TTmFdFeWusR5UqtmshpE4jKnURA1Ngvvy74eror6qjeuh+nzY5SpyVx9XwC4ry7lHs9jGWhciEymWyQUCkpKSEtLY3CwkIyM90tOFwuF5GRkTz33HM8+uijbNu2jdWrV9PZ2em5l3Z3dxMcHMy2bdtYtmwZDoeDxMREnn32WR555JErssVbQkU80lwFjn4Lpgp3WvGF9UbUgQYCU5MISIpDobm6YEt9qIHJ624i4+ZZNJ+toXJ/IfUnK+ioaqajqpmT7+8lLmciSfMyCU2KGjOpfhei9NMSMWcGDTv3011aiV9kBAHxV+cRUaiUTP3GSgr/vp22ompO/XUrU+5fQVh6wjBZLfgqlq4eCt7eTk99K8ggaekMEhdmXzbLR65UEJ6ZTHhmMpauXhqPF9N4rAhLVy91X56m7svTBMQYic5NJ2Jq6pjIDhFcG4HJsaTdfzOVm/bQ39ZJ2YdfED0vm/DpGaPyuiZJEnbrEH23RgCVRuW198RqdScLXCgU5HI5Go2G/fv38+ijj2K1WpHJZGguuH9ptVrkcjn79+9n2bJlHD9+nPr6euRyOdnZ2TQ1NTFt2jSef/55Jk+e7BVbL4UQKl+D5HJhbmymu6yKvvpGGHBAyZRKAhJjCUxJQhMafN1fKrlcTlRmIlGZiVhMfVR9WUTlgUJP+f7Kg6cxRIWQNHcyibMnofEfWymx+qgIgjMm0nmmhJbDx9CGBKHyv7qsELlSweT7lnP63S9oPVNFwdvbmHzvMowZVxekK7h6OsrqOP3uDuxmC0o/DZn3LL1qj5Y2yJ+kJTkkLppOZ0U9DXlnaT1TRU99K8X1rZR+dojwKclE504iMD5iVN68BNeHJiiAifesombnYTrPVtCw7zjmxjbiV8wZdcHrdqudX9z6rz459i82PovaS6I9PT2d+Ph4nnnmGV599VX0ej2/+93vqKuro7GxEYDZs2ej1+t56qmneO6555Akiaeffhqn0+kZU1FR4bbtF7/gxRdfJDExkRdeeIFFixZRUlJCSMjw9b4TQuUS2Hv7MJVXYSqvxtF/PvBVGxaKITWRgPhY5MO0xq416ElfkUPa8um0lTdQub+Q2mOlmBo7OPn+Xgo+2k/MtBSS5k4mIj1+zNStCM3KpL+5DUt7B00HjhC7/Oq7GMuVCjLvXcaZDbtoKSin8O9fkHn3EsKnpAyT1Tc2kkuieu8JKr7IA0kiIDqMyfevuK7GkTK5jJDUWEJSY7H19dOUX0pjXhF9LZ00HS+h6XgJOmMQ0bnpRE6biHqMiXLB5ZGrlCSsmIM+Moz6PXl0ldXQ395F8rpFaENEsDW4i1K6hij1cMX7u1ye/RVyOe9v2MB3vvtdQkJCUCgULF26lFWrViFJEi6nk9CQEN595x3+4R//kZdeegm5XM69997L9OnTkclkuJwuXAOV03/2s59xxx13APDGG28QGxvLhg0b+N73vnf9J34JhFAZgs6iUtqOnfL8X65RY0hKwJCaiCZw5GJhZDIZxtQYjKkxTLtnETVHi6ncX0hnTQu1x0qpPVZKUJyR6fcsJix19GfCyORyIufNpOazL7C0ddB+6gxh067eZShXKMi4awkyhZzm/FIK391BhstFZNaEr99ZcMXY+62cfX8XbUXVAETlpDNx3VyvBsGq9X7Ez51K3JwpmGqbacgrovlUOebWLsq2fEn5tiOETUokOieNkNRY0RdpnCCTyTBmpaELD6Fy816snSaK//4Z8cvnEDxxdCznqjQqfrHxWa/PK7lcOK02HP1WXA7HkGOcPX1YLlF08kqwm/qwtHV5/p+ZkMLBz3fQbTJhs9kwhoWxcPUKpmdN84xbMH0mBQeP0NbejlKpJCgwkKQpGdx+8zrsvX1ERUUBkJGR4ZlXo9GQnJxMTU3NNdt6JQihMgR+Rnf2gi4qHENKEvrYKJ+n06n9NKQumErqgql01rZQeeA01V+epau2lZ3/+R7xM9OZets8dMGjuxmYyl9P+KwcmvYfpvN0MbrIcHSRV1/ITa6Qk3HHIuRyOY3HizmzYSeS00XU9OHpiHyj0dvUTsHb2+hvNyFTyElbN4/oGZOG7XgymYzA+EgC4yOZsGYOzQXlNOYVYaprobWwgtbCCjSB/kQNFJO7Ho+OYPSgjzKSdv8aqj7bR29dM1Wf7cXclEH0vGyfi1KZTOa15RdJknA5nDj7LTgtNpAklAo5KEY2JitwIGi1rKKc4yfz+flTz1w0JizUHdy+e/9eWttauXnlKkBGTk4OGo2G4uJi5s2bB4DdbqeqqoqEhOEVlyLr5xLYzWZUutGVPvdVLCYzBRsPUnmwECRQalRMWj2TiUuzR33qZ/PhY5jKqlBotcTfvBTlNUbZSy6J4k/2ubNQZJB26wJihvGGeiPQlF9K0cd7cdkdaIL8mXLfcq9XBb5Sepvaacgroim/FEf/QAVhGYSkxhKdO4mw9IQxWdlZMBjJ5aLhQD4tx04D4B8TQeKa+SPanmI4sn4klwuHxYaj34LkOL+UI1PIUfppUGg1XnkI7u3tpazM3bYgOzubF198kcWLFxMSEkJ8fDwbNmzAaDQSHx9PQUEBjz/+ODk5OXzwwQeeOd544w0mTZqE0Wjk0KFDPP744zz88MO88MILnjH/9E//xPvvv8/rr79OQkICzz//PJ9++ilFRUUEB19ceVikJzM66qiMBjqqmznx7m7aK9xBT/7GQKbdtZCoKUmjNiDR5XBQu3Untu4edNERRC+ae822SpJE6eaD1B0qBGDiurnEzh7eKPTxiMvhpGzrl573MTg1lsy7l6AeBb2MnHYHrWeqaDxWRGd5vWe7SqclcvpEonPSvd5pWzDydJVWU739EC6bHaXej6SbF+AfPTIi2VtCRZIkXHYHjnPekwtQaNUo/TTIVd7L6gHYvXs3ixcvvmj7Qw89xJtvvslLL73E888/T3NzM1FRUTz44IP8/Oc/R60+79F5+umnefPNN+no6CAxMZHvf//7PPHEE4Mb6trtPPPMM/z1r3+lv7+fWbNm8fvf/96T9vxVhFBBCJULkSSJmiNFnPxwP5buPgAiMxOZdtcCDJHDF419PVg7u6n93L1kEzZ9CsGTJl7zXJIkUbblS2oPuGOLUtfcRPzcqd4yddxjNfVR+PftdNc0A5CwKJvkpbk+d78PRX+HiYZjRTQeK8bWc34dPzAhkqicNCKmpIy6DBLBlWPp6KZy0x4sHd0glxG7IJewrLRhf+i6XqHicjpxnvOeDNTWApApFSj9NCi1mlH5expOxoVQSUxMpLq6+qLtjz32GK+88srX7i+EysXYLTbObjlCyRfHcTldyORyJi7NJmPNzEsW5fIlXSUVtB49AXIZcSsWow299qdiSZKo2H6E6j35AKSsnEXCgmneMXQc01nZwOl3vsDW249SqybjzsWETUr0tVlfi8vpoqO0loa8ItqLq5EGunkrNCoipqYSnZtOQMyVFV4UjC6cNjs1Xxyiq8R9fwhOSyRu2WwUquEToNciVCRJwmmzu2NPLqy5IgOFVuP2niiVN+x3cFwIldbWVpwXpGAVFhayfPlydu3axaJFi752fyFULk1Pcyf57++lsaASAK1Bx9Tb5pEwa9KoSmeWJImmfYfpra1H5a8nbs3S67oYSZJE5c5jVO08BkDS0lySluR4y9xxhSRJ1B44Rfnnh5FcEvqIEKY8sGJM9uOxmvpoPFFCY14R/R0mz3b/yBCicicRmZWKSjd2q43eiEiSROuJIur3HQNJQhsaRNLahWiDh+dafzVCxeVw4rBYcfZbPAIZ3KnXSj8NCo36hvOeDMW4ECpf5Z/+6Z/YtGkTpaWlV6RAhVD5ehoLKjmxYQ+9LV0AhCRFMv2eRYQkjp7S1U6rjZrPduAwmwlIjCNizozrfgKp2nWcii+OApC4aDpJy3Jv2KeaoXBYbZz9cA+the4iThHTJpB+6/zrWjKRXC6QyXz6PkuSRFdlIw3HimgtrMA1EMAoVyowZiYRnZtOUFK0+C6MIXrrm6ncvA+HuR+5WkXCyrkEpXi/fcbXCRVJktxLOxYrLtsF3hO5DOUF3hPBecadULHZbERHR/Pkk0/y05/+dMgxVqvVUw4Y3CcaFxcnhMrX4HQ4Kd15gjObD+MYcE8mzclkyvo5aA1XVx12uOhvbadu+x6QJCJm52BISbzuOWv2naRs65cAxC+YRsqKmeIGBfS1dFLw9jbMrV3IFHImrLmJmFmZ1/zeOCwW2vNPYyqvQuWvx5CSOGQzzpHG3m+l+WQpDUeL6G1q92wPSY0lY5QECQuuDHufmcrN++hraAEgYsZkom7K8qrX4lI3VZfdgcNidWedXXC7lKtV570n4royJONOqLz33nvcf//91NTUEB09dPGyX/ziF57OjhcihMqV0d/dx6mP9lP9pbuhnEqrJmPtbCYszvJ5nRiAjsIi2k+eRqZQEL9mKWrD9dfKqD1YQOnmgwDEzZlC6pqbbuiLSkthBWc/2I3TZkcdoGPK/csJjL8275rkctFVXE5HwRlc9q8UrpKBPjoKQ2oi+uhIn7rBJUmip6GNxrwiGk+UXJB2vQJDrNFndgmuDsnpon7/MVpPFAEQEB9Jwqr5XlvSu/CmqlGrcVhsOL9SlE0ml6PwG/CejIJr5mhn3AmVlStXolar+fTTTy85RnhUvENbRQMn3tlNZ4376SQgMpjsuxcRmeHbipCSS6J+5z76m1tRBwcSt3KxVy4GdYdPU/LJfgBiZmUwce28URWnMxK4nC7Ktx2mdr87KyooKZrJ9y5F7X9ttYL6GptpyzuJzeTu+K0JCSJs+lQcfWa6y6qwtLZ5xir8tBiSEzCkJKIO8G1Bwt7mDgr+bxv97d0jUshO4H06iyup2X4Il8OJKkBH0s0L0UeGXfe8/f39VJSXExcRhVLC0+kbQKEZSCtWezeteLwzroRKdXU1ycnJfPjhh9x6661XvJ+IUbl2JJdE5aHTFHx8AGuPu5dRdFYy0+5ciL/Rd8GUDnM/NZ99gdNqIzAthfDcaV6ZtyGviKKP94AE0bnppN264IYRK7ZeM4XvfEFXpbvOTvz8LJKXz0SuuHovh72nl9bjBfTVNQCg0GgInZaJISVx0AXcZurBVFaFqaIa5wUPF34RRgwpifjHxfisUJvDYuXM+7tpO1sFQFROGhPXzRv1RRIF5+lv76Jy0x6sne7KybELZxA6ZcI1iQi72UJnUQWtJVU4kozEx8SiUamRKRQXFGUTgbHXwrgSKr/4xS949dVXqa2tRXkVwUhCqFw/NrOFM5sPU7rrJJLLhVypIG15DpNWzUCp8U0tir76Rhp2u5drohbehH+sd/oYNZ4o4ewHu0GSiMyeyKTbr74p4liju7qJgr9vx9ZjRqFWMemORYRPTr7qeVwOB52ni+k8U+IJmg1KSyFkyiQU6kuXAZecLvrqG+kur8Tc0OzZLlerCEiMJzA1EU1w0LWc2nUhuSSq9+VTsf2o15otCkYWp9VG9baDdJfXAhCSkULckplXFNAqSRI9NY20F5bRXV6L5HIh+alRZKeQlJSEPtCAXHXjphV7i3EjVFwuF0lJSdx33338+7//+1XtK4SK9+huaCf/vT00F7mbS/kF+ZN1x3zicif65MfaeuwUXUWlyNVq4m9e6rV2Bk0nyzj7/k4kl0REViqT7lg8Lp+WJEmi/svTlH52CMnlQmcMYsoDK9Abr65OjSRJ9FbX0XaiAIfZ7XnziwzHmJt11Q067X1mTBXVmMqrcPSdL9SmCQkmMDUR/8S4Ya2TMRQd5XWcfmcHdrMFpZ+GzLuXEDoxfkRtEFw7kiTRcuwMDQdOgCThZwwmae1CNIFDC06bqY/2M2V0nC7H1tPn2e4XHkJgZjKdKonk5GSvldC/0Rk3QmXbtm2sXLmS4uJiJk68usqkQqh4F0mSaDhZTv6GvfS1u2tRhKXGkH3PQoLjRrbXi+R0UbttF9aOLrTGMGKXzfea96OlsILT7+5AcrkIn5xMxt1LxlVgnNNmp+jjvTSfdPf+CJ+STPpti67aQ2bt7KLl6ElPvIlSr8OYMxV97PWl90qShLmpBVNZFb119TBQh0KmUOCfEEtgSiJaY+iICWRLVy+Ff9+Oqa4FZJC0JJfERdNvmKXB8UBPbSNVn+3D0W9FoVGTsGoegUkxgLtirKmijrbCMnqqGzz7KDRqgtOTCM1MRRceMiy9fm50xo1QuR6EUBkeHDYHJV8c4+yWozjtDmQyGcnzpzD5lpvQ+I9cSqetp5eaz3YgORyETJlE6NSMr9/pCmk9W0Xh37e7y/dPSmTyvcvGRXM7c1s3BW9vo6+5A5lcRsqq2cTNmXJVN32n1Ur7yTN0l1WA5BYQIZlpBE2a6PX3yGGx0lNZg6ms0hOYC6AyBBCYmkhAUvw1N6y8GlwOJ6WbD1J/5AwAoWnxZNy1ZFRWcxYMja2nj8rNezE3uYV1xIzJSC4XHWfKzze0BPxjIwidnEpQavygZaKxLFT27t3L888/z7Fjx2hsbOSjjz5i/fr1ntebm5t56qmn2LZtG11dXSxYsICXX36ZCRMmeMaUl5fzox/9iP3792O1Wlm1ahUvv/wyxtAwkIFcoaCkpIQf//jHHDhwAJvNxtSpU/nVr341ZJ8hEEIFEEJluDF39HDyw33U5pUAoNZpyLxlDinzp4zYcompsobmg0dBBjFLF6CL8F46aVtxDYVvb8PlcCJXKvCPDCUgOgz/6DD3vxEhY0q8tJ6p4sz7u3Babaj9/ci8dxnBSVce3yO5XHSXVdJ+8rSnoJV/Qixh2VNQ6Ye3k7gkSVjaOjCVV9FTVYt0rmK1XIZ/bDSGlER0kRHD7uVoPF5M8cZ9uBxOtCEGpty3nIDo688oEYwMLoeT+r15tJ0qGbRdqfMjNCOZkMzUS1a2HctCZcuWLRw4cICcnBxuv/32QUJFkiTmzJmDSqXihRdewGAw8OKLL7J161bOnDmDXq+nr6+PqVOnkpWVxbPPPoskSfz8Z/8fDQ317Nm6DZXOD5Vex8SJE5kwYQK/+c1v8PPz4/e//z1vvvkm5eXlREZeXOZACBWEUBkpWkvrOP7Obrrr3U8qgTFhZN+9kPA071eHHIqmQ3n0VFSj9PMj/ualKDTee8rtKKvj9Hs7sff1X/SaTC5HHxFMwIBwCYgOwz8ydNQ1vJNcLiq+yKN6zwnA3Zxv8r3L0FxFMT9zcyuteSexdXUDoA4KxJib5VVheKU47XZ6q+voLqvE2t7p2a7U+XmKyan8h69QYU9DGwVvb8PS2eMOLl+/gKjsa2+YKRh52s+U03gwHz9jMKGTJxCYGIPsax6uvnpTlSQJywWemJFE66e55qVPmUw2SKiUlJSQlpZGYWGhp8uxy+UiMjKS5557jkcffZRt27axevVq2ltb0as1OG12uru7iUpJYtP7H7B8xQq6Lf0YjUb27t3L/PnzAejp6cFgMLB9+3aWLVt2kS3eEioiH0/wtRgnxLL8p/dTsb+Awk8O0V3fxu7ffUBczgSm3jEffcjwisTw3GlY2tqxm3ppPnSMqIXeK9oWkhrLvKe/SX+HiZ6GVnoa2jx/jn4rvY3t9Da203is2L2DTIbeGOTxugREhxEQFYpS65slAltfP6ff3UFneT0AsXMmk7pq9hXH3Nj7zLQdL6C3pg5wZ+OEZmUSmJrks4wohUpFYGoSgalJWDu7MZVXYqqswWHup6PgLB0FZ9FFRWBITcQ/Jvprb0BXS0B0GDP+4Q7OvLeT9pIazr6/C1NNMxNunjOmPGw3MqEZKYRmpFzXHJZ+K7fO/KaXLLo6Nh75K35eKmR3rvbYhUJBLpej0WjYv38/j3z725h7epDJZMgsNpyS+9rqp/NDLpdzOD+fNbffRqheR1paGn/5y1+YPn06Go2GV199lfDwcHJyhrefmhAqgitCrpCTujCLuJyJFH56iIq9BdQeK6XhVCXpq2aQtjwHpXp4vk5ylZKoubOo/XyXO9W1pJygtFSvzS+Ty9CFBaILCyRiqnteSZKwdPXSe4Fw6Wlow9Zrpq+lk76WTprzSz1z+IUaBoSL0e15iQod9hLtptoWCv6+HWt3L3KVkvTbFhKZdWXvi8vhpPNsCZ2ni93LLDIITE0mNCvDqx6r60UTHIgxdxqh2VPoq22gu6yS/uZWzI3NmBubUWjUBCQnEJiSiPoqs5Auh8pPw9RvrqJq93Eqd+ZRf+QMPY1tTL5vOdpA3xatEwiuhvT0dOLj43nmmWd49dVX0ev1vPjii9TV1dFQV4e1s5ucyVPR63T87Je/4Ne//BUytYqf/usvcTqdNDU3AW5PzRdffMH69esJCAhALpcTHh7O1q1bCQ6+9q73V4JY+hFcE111rZx4dzetpe4neX2ogaw7FxAzLWXYsjW6istozTuJTC4nbuViNCFBw3Kcy2E19dHT2E5PQxu9Ax4YS1fvkGM1Qf4ERIUNWjpSB+iu+/2RJImGo2cp2XQAyenCLzSQKQ+swD8i5Ir27atroPXYKU+KsF94mDvd2Af1TK4FW08vpvKBYnL9Fs92rTEUQ0oiAQmxXm0O115cw+kNO3H0W1HptWTes4yQlBivzS8YHYzXpR+AY8eO8cgjj3Dy5EkUCgVLFi1CLpMhSRIb392ATKFg5/69/OPjj1NZWYlcLue+++7jzJkzzJw5kz/+8Y9IksT69eux2+387Gc/w8/Pj//93//lk08+4ejRo0RFRV1ki4hRQQgVXyNJEnXHSsn/YC/9ne6bdXh6HNl3LyIwOnRYjte49xB9dY2oAvyJX70U+SioJmo3WwZ5XXoa2uhv7x5yrNrfb1DAbkC0EW2Q/xVflJx2ByWf7vcsRYVNSiTjzkVXtPRk7TbRmneS/iZ36wSlzo+w7Cn4J8SOycJWkstFX0MzpvJK+uqbPA3j5Eol/olx7mJyIcFeObf+DhMFb2+nt7ENZDJSVswkfn7WmHzfBEMzloNpL+SrQkWSJFx2O06rjc62dmw2G8awMOavWE5uznRe+cMfkCkUnu9yW1sbSqWSoKAgIiMj+ed//md+/OMfs2PHDlasWEFnZ+eg++2ECRN45JFHePrppy+yRcSoCHyOTCYjLnciUVOSKPo8j6JtebQU1bLt3/5G6qIsMtfORu2lddZzx4uYnUPN5h3Ye3ppycsn8qZcr81/rah0WkJSYwlJjfVsc1hs9DS2DVo66mvtwtbbT3tJLe0ltZ6xSj/NIK9LQHQYfiGBF2W4XOvN0mmz0VFwlq7icpAkZHI5wRkTCc5MG9Nt6WVyOf6xUfjHRuHo78dU4U5ztvf2YSqrxFRWiToo0J3mnBiPQnPpCrpfh1+IgZzv3UrxJ/toOl5C+eeHMdU2M+mOxSi11z6vQDBcuJxOnFYbLqsVaaBWUaDBgFyppKK2huP5J/j1b5676BoQFubOctu5cyctLS3ccsstAJjNbg+s/Cuxa3K5HJfLNaznIjwqAq/R29bNyff3Up9fDoDG348p6+eSOCfjoi/39dDf3Erdjr0gQcScGRiSxkYlUafNTm9TxyDPS19LB5Lz4h+5Qq3CPzrU43WRyWWUfHrAvfyg05J571JCUmKHOMp5JJeEqaKK9vzTnn47+thojNOnoPJxc8DhQpIk+lvaMJVV0ltT7y73z4CoiY/BkJKIX4Txmj0hX11204UFMvn+K1t2E4xuxrJHpbe3l7KyMiRJYvr06fzHc8+x4Ka5BAcHEx8by4efbCQ8MpLElBROnz3D448/Tk5ODh988IFnjjfeeINJkyZhNBo5dOgQjz/+OA8//DAvvPAC4Pa0pKens3DhQv7lX/4FPz8//ud//of/+q//4ujRo2RlZV1kl1j6QQiV0Urz2RpOvLsbU1MHALHZqdz0nZu9WgOj/dQZOgrOIlMqiV+z1Oddea8Vl8NJX/MF4qWxjd7GdlwO55DjDbHh7oDOoMufb39rO615+Vg7ugB3ATVjbhb6qAhvn8KoxWm10VNVQ3dZlSftGkDlr/ekOSt11xbwbKproeDt84HMk25f6AnEFoxNxrJQ2bljB0uHSA/+5v3388brb/Dff/oj//mf/0lzczNRUVE8+OCD/PznP0d9QZ+up59+mjfffJOOjg4SExP5/ve/zxNPPDFI1Ofl5fGzn/2MvLw87HY7mZmZ/Mu//AurV68e0i4hVBBCZTTjcjop232KUx/tx+VwkrY8h6w75nttfsnlon7HPvpb2tCEBBG3YrHX01R9hcvpwtzWNRCwOxDz0mHCmJnkTj2+TIqsw9xPW34hPZXunk1ylZKQKRkEpaWM+waMl0KSJKwdXXSXVdJbVYvL4XC/IJOhj4nEkJKIPjryqt+fr6aGx82ZQsqqWeOqHcONxFgTKpLLhdNmx2m1Il3wYCOTy1Fo1Mg1ap9/F4VQQQiVsUDN0SK+fG0rADkPLCVl/hSvzW03m6nZvAOXzUZQ+gSMOVO9NvdYw+V00lVURkdhEdLAjdiQkkhoViZKv9F/0R0pXA6Hu5hceRWW1nbPdoWfFkNyAoaUxKvyznmj2J5gdDAWhIokSUgOJ06rFafNBhfcveVqFQqNZlR1fRZCBSFUxgqnNx/m9KeHkMllzP/H9URmJHht7t7aBhr3HgIgetEc9DEXp8iNd/rqG2k9dgp7jzvzShsWgjE3C22oiJu4HLZuE93lVfRU1HhieAD8IowYUhLxj4+54ifSwe0LdEy+bxlBiTfed3EsM5qFiuRy4bTa3N6TC2LaZAo5Co0GhUY9Kj2mQqgghMpYQZIkjry5jerDZ1Fp1Sz5yT1eTV9uycunu7gchUZN/Jpl1xx3MNawmXpoPXYKc4O7IJNCqyUsezIBSfGj5olqLCA5XfTWN2Iqq8Tc2OzZLlerCEiKJzAlCU1w4NfO89WGkKmrZhN7lQ0hBb5jtAkVd1qxA6fV6um9BYAMFGq1W5woR4/3ZCiEUEEIlbGE0+5g70sf0Vpajy4kgGVP34vWS+5xl9NJ7ee7sHV24xdhJGbJ/GFvXudLXHY7HYVFdBaVgksCuYzgtAkET0lHoRpdfYjGGvY+s7uYXHk1joF0TABNaDCBKYn4J8Zd9j122uwUfbyX5pNlAIRPSSH9toUoNeJzGe2MFqHicjpxWW04rTZP1hqATKlwe0/UqlHpPRkKIVQQQmWsYe3tZ8d/vEtvSxchSZEseuJOr5Xdt5l6qNmyA8nhJDQrk5DJ6V6ZdzQhSRI9lTW0nSjEaXFXZNVFRWDMzUJtCPCxdeMLySVhbmrGVF5Fb12DWxACMoUC/4RYAlMS0RpDh3yalSSJ+i9PU/rZISSXC314MJPvX4HeGDTCZyG4Gs7dVBMTE/HzG1mvrCRJuAYCY112x/kXZDIUGrf3ZCzWPOrv76eqqkoIFSFUxhY9zZ3s+I93sfVZiJ0+gZseXeM174epvIrmL4+BTEbs8oX4Gb1fHddXWNo7ac3Lx9LmTvlWBegJm56FPiZyVLt+xwMOi4WeSneas93U49muMgS4i8klJQxZGbi7uomCv2/H1mNGoVEx6Y5FhGcmj6TpgqvAbrdTVlZGdHQ0gYFfv9TnDVwDgbEuq40Lb8VyldItTtTqMf37bm9vp6WlhYkTJ6L4SryXECqCUU1raR17fv8hLqeLSatmMGX9XK/MK0kSzQeP0lNVi1KnI37N0uuqRuprXA4nvbX1mMqr6G9uBdzu35DJkwhKT/V56uGNhiRJWNo6MJVV0lNd527mCCCX4R8bjSElEV1kxCDhbe0xc/rdL+iqbAQgfn4WyctnIh8nqfTjCUmSqKmpwW63Ex0d7dUilV89jrukvd2ToQfu5qgytRqFWjXmf9uSJGE2m2lpaSEoKGjIPkBCqAhGPVVfnuHIm9sAmPHgcpLmZHplXqfdTu1nO7D39uEfF0Pk/Flj7onE2tlFd1kVPVU1g4LoAhLjCcuefMMEC49mnHY7vVW1dJdXYW3v9GxX6nQYUtxpziq9DnDXxanYdpia/acACEqOZvI9y1D7i89xtGGz2aisrByWkvCS04XL4Thfx2cAuUKBTKl0i9cxdq36Os71CxrqGiyEimBMUPDJQc5+dgSZXM7Cx28jPC3OK/Na2jup3bYLXBLGGdkETRz97nbPja+sCmvHV258qe4qqudufILRhbWzy53mXDlYWOqiIjCkJuIfE41MIaelsIKzH+zGabOjMeiZfN9yAuNvnErBYwWXy4XNZvPKXE6bjb76Jnpr6rCZzndZV+n80MfF4B8XPW7rHKlUqouWey5ECBXBmECSJL58bQu1eSWodBqW/uQeDJHeqf3RebaEtuMFyBRy4lYuuaL00pFGkiQsre10l1fRO9RSQmoSuojwcZ3BNJ4YaqkOQKHREJAcT2BKInark4K3t2Fu7UKmkDPh5jnEzMwYc14/waUZ1G+qtt5T90Qml6OPiyEw9fr6TY0XhFARjBmcdge7f/cB7RWN+BsDWfrUvWi84BKXJImG3QcwNzSjNgQQt3rJqImad1gs9FTU0F1eif2Cpyy1IQDDZYIzBWMHW0+vJ835XIYWgNYYin98LHXHymk9UwVAZPZE0m6Zh0ItUpjHMp4O3uWV2Hv6PNvVQQYCU5IISIpDoRG/63MIoSIYU1h6zOz47Tv0tZkIS4lm4T/djkJ1/aLCYbFQs3kHTosFQ2oiEbNyvGDtteFJdy0bSHeVzqe7BiTEYkhNQhsWcsM/ZY03JJeLvoYmTGVV9DU0DfrcrU41zWfrQJLwjwxh8v0r0IWOPs+f4NK4P99mTOWV9NVf8PkqlQQkxhGYmogmJFj8rodACBXBmMPU2MGO/3gHe7+N+BlpzPr2Kq/8uM1NLdTv2AdA5LxZBCTEXvecV4O9tw9TRTWm8ioc5n7P9istICYYPzjM/Z7vgr3X/cRt6bPR0dCH0+5EoVGTefcSwtK912JCMDzYe3rpLq/GVFGFs/8Cj1lYqNsrGh+L3AsPW+MZIVQEY5Lmohr2vvQxkstFxs2zmLzuJq/M25ZfSOfpYuQqJfFrlqHyH96Gce6S7A2YyqouUZI9EU1w0LDaIBi9SJJEf3Oru5hcTT12q532uh5s/e5skJgZaUxYO2/ULFUK3LicTvpqG+guq/xKDJKagKQEDKmJaALFfehKEUJFMGapOFBI3l+/AGDWt1aRMOv6K8xKLhd12/dgaetAGxpC7IqFw1KC+nyTu2qc1vNZA34RRgJTk9DHRY/5+ggC7+K02uipqqGrpIKWkkZ6O9xP50q1gsDoYMLSYvGPDkcTEowm0IBM1F8Zcayd3ZjKKzFdlNUVjiElCX1slPhdXwNCqAjGNKc+2k/R53nIlQoWPn47xgkx1z2nvbePmi07cNnsBGekEZY92QuWgsvhoKe6DlN5FZbWds92hZ8WQ7K7noY6wN8rxxKMXyRJwtrRSfXuYzTkVyK5zl+Wtf5q/IM1aA0atMFBaIKD0IQM/AUFCs/LMOCy2+mprqO7rPIrdXL8MKQMlAsYZs/seEcIFcGYRnJJHPqfzdSdKEOt17L0qXsJCA+67nl7aupp2vclANFL5qGPurYaFuduKt1lVfRW1Z4v4CSToY+JxJCSiD46csw0DhOMLhxWG415Z2k8Vkxv8/mbpFwpRx+kwT9Ii1I98AQvA7XB4BEu2uAg1CFBIu7pGvBUHi6voqe6FskxUC5Adq5cwMWVhwXXjk+Eislk4v/+7/947bXXyMvL88aUV3RMIVTGJw6bnd0vvk9HVTMBEcEs+ck9aPTXXxip5chxuksrUWg1xK9ZdlXFls656bvLqrB1dXu2q/z1nqcsUTVW4E36WjppOFZE0/ES7ObzQZu6YD26QDVarXzIG6cqwN8tXoKD0A6IGJEaOzQOi5WeympMZVXYBvVy8nenFSfHo/RhN+XxyogKlV27dvH666/z4YcfEhgYyG233cYrr7xyPVNeMUKojG/6u/vY8dt3MHf0YJwYy4If3oZCeX1rwS6Hk9qtO7F1m9BFhRO9eN5ls4u+Gvh4ru26TC7HPz4GQ4oo3iQYflwOJ21F1TTknaWjrA4GrtpKrZrQCTEExgQjd9mxdnQNyi67EKVe5/G6uD0wweO2KurXIUkS5qYWd1G2q+yOLfAOwy5U6uvrefPNN3njjTfo6uqis7OTt99+m7vvvntEP1ghVMY/3fVt7Hj+PRwWG4mzJzHjoRXX/R2zdpmo3boTyekkLHsywRlpF40ZKpUUQB0U6O6Ymxg/phseCsYu/Z09NB4vpvFYMdbu8wUDA2KMROemE5oWh9NsxtrRhbWjE2tH16Dv8IUo/LSDvC6a4CCUet24vUHb+8znywX0mT3bNSFBGFKSCEiME4X3RohhEyoffPABr732Gnv37mX16tV84xvfYPXq1ej1ek6ePElGRsZ1G381CKFyY9B0uop9r2xEcklMvnUOGatnXvec3WWVtBw+DjIZcSsWoQ0LuWRxLrlSiX9iHIGpSWhCgsbtRVwwtpBcLjrK6mjIK6LtbLXH2ydXKYmYkkJ0bjqG+AhkMhlOmw1rZ7dHuFg7ugYtc1yIXK12e15CzgfuqgL8x+z3XnK66KtvpLu8EnPDV8oFJA6UCwgJ8p2BNyjDJlSUSiVPPfUUTz/9NAEBAZ7tKpVKCBXBsFK25yTH/74LgNmPriY+92IvyNUgSRJN+w/TW1OP0l9HQEIcporqwcWbjKHuomwJsSKzQjCqsfX205RfQkNeEebWLs92nTGI6NxJRGZPQK0fHD/lcjgGxEsX1s4B70uXySPQL0SuVJ7PNBrIPBrtBc1cNjumqhp6KmpwWq2e7X4RRgwpifjHxSC/zqVkwbUzbELle9/7Hu+++y6ZmZl885vf5J577iE4OFgIFcGIkL9hDyU7TiBXKlj05B2EJUdf13xOm42az3YMcgErNGoCkhMITElELYo3CcYYkiTRXdNMQ95ZWgoqcNndGWkyhRzjpESictMJSYm9ZOaKy+nE1mXyCBdLRxe2zm6Pt2asotCeKxeQgNoQ8PU7CIadYY1R6e/v57333uP111/n8OHDrFy5ks2bN5Ofn8/kyd6pTXGlCKFyY+FyuTj4p000nKpAE+DH0qfuxT/s+nqjWNo6aDpwBFWAP4bURPxjokVRLcG4wGGx0nyqnIa8Inrqz1dS1Qb5EzU9jaicNLRBX3/TllwubN09g8VLlwnJ5RxO868fmQy/8IFiizGiXMBoY8SyfkpLS3njjTd466236O3t5eabb+bOO+/k9ttvv9YprwohVG487BYbu17YQFdtK4bIEJb85G7Uuhszc0EguFJ6GtpoPFZEU34pDstA1WQZhKTGEZ2bTlh6glgGEYwoI15HxeVysXnzZl577TW2bNmC9YL1wOFECJUbE3NnLzt++w79Xb1EpMcz///dKkpYCwRXgNPuoPV0JQ15RXRVNni2q/RaorInEpWbjt4Y7EMLBTcKPq1M29LSQnh4uDenvCRCqNy4dNa2sOs/N+Cw2kmeN5mcB5aO2awEgcAXmNu6aTxWROPxEmy95+O0AhMiic5NJ3xyskjVFQwbwyZUHA4HTqcTzQUVDpubm/nTn/5EX18ft9xyC/Pmzbt2y68SIVRubBpOVXDgj58iSRJTb59P+oocX5skEIw5XE4n7SW1NOYV0VZc48n6UWjURExNITp3EgExYeJBQOBVhk2ofOtb30KtVvPqq68C0NPTQ2ZmJhaLhaioKM6cOcPGjRtZs2bN9Z3BFSKEiqBk5wny39sDMpjz3bXEZqf62iSBYMxi7e6j8UQxDceKsXSYPNv9I0OJzk0nYtoEVH6iFL/g+hk2oTJx4kT++7//mxUrVgDwyiuv8Nxzz3HmzBkCAwN56qmnOHLkCLt27bq+M7hChFARABx/Zxdlu0+iUClZ/M93EpIY6WuTBIIxjeSS6KxsoDGviJbTFUjOgWJySgXGzCSictLxCxnd11yZXIbGoBeeoFHKsAkVvV5PYWEhSUlJANx+++3Exsby0ksvAXDmzBkWLVpES0vLdZh/5QihIgBwOV3s/8MnNJ2uQmvQsfTpe9GP8ouoQDBWsJstNOWX0pBXRF9zh6/NuSr8QgOJzk0nMnsimgCdr80RXMDV3L+vKrFcq9XS33++4dWXX37JrFmzBr3e29s71K4CwbAhV8i56TtrCIwJw2Iys/+VT7D3j0zmmUAw3lHptMTNmcLM/3cnuT+4jegZk1DptMiVilH9J5PL6G/vpvzzwxz8j79x6m+f01ZUjcs5tovX3YhclUdl6dKlzJw5k9/85jfs27ePRYsWUVdXR1RUFADbt2/nBz/4AWVlZcNm8IUIj4rgQvo6TOz493ewmMxEZiYw77FbkYvibQLBDYnDaqeloJyGY0WYas73+NEY9J6Cd6N9+Wo8M2xLP3v27GH16tVERUXR2NjIfffdx2uvveZ5/bHHHqOvr4+33nrr2q2/CoRQEXyVjupmdv3nBpx2BykLpzL93sVijVoguMHpbe5wF7w7UYrdfL6fV3BKjLvg3aREFKO8d9F4Y1jrqJw9e5Zt27YRGRnJXXfdhfyCssR//vOfmTlzJtOmTbsmw68WIVQEQ1GfX8aBVzeBBNPuWsjEpdm+NkkgEIwCXA4nbWeraMgroqO8Dgbufko/DZHZE4jOnYR/RIhvjbxB8GnBt5FECBXBpSjadoxTH+4DGcz7wS1ET032tUkCgWAU0d/ZM1Dwrhhrd59nuyEunOicdMKnpqDUqH1o4fhm2ITK3r17r2jcggULrnTK60IIFcGlkCSJY2/voGJfIUqNisX/fBfB8SNTMVkgEIwdJJeLjtI6Go4V0Xa22tMpWqFWEj4llejcdAxx4WIJ2csMm1CRX6b75LkPUSaT4XA4rnTK62I4hUrx0WImTJ8ggjHHMC6nk33/vZHmszX4BepZ+vR96IL9fW2WQCAYpdh6zTSeKKExrwhzW7dnuz482FPwTq3386GF44dhEyrd3d1DbjebzfzXf/0XL730EsnJyRQWFl6dxdfIcAmV0mOlvPHT14lKiWLdY7eQODnRa3MLRhZbv5Wd//EupsYOguKMLP7nu1BphTtXIBBcGkmS6K5uoiGviJbCClx298O3TCHHmJFEdG46wckxyOTCy3KtjFiMisvl4vXXX+fZZ59FLpfzi1/8goceeuiynhdvMlxC5eTuk2x8+WMsve7o8KzFWax6dDWBYYFeO4Zg5Ohr6+aL376LtcdM9NRk5nx/7Yh9RwUCwdjG3m+l+VQZjXlF9DS0ebZrgwM8ac7aQOGpvVpGRKh8+OGH/PSnP6W1tZVnnnmG//f//t+gZoUjwXAu/fR29fLFW9s5uuUokiSh1qpZdO8i5t4xD5XoKDrmaK9oZPfv3sdpdzJhSTbZdy/0tUkCgWCM0dPQRkNeEc0nS3FYbO6NMhmhE+KIzk0nND0euULhWyPHCMMqVPbs2cNTTz1FQUEBjz/+OE899RSBgb7xNIxEMG19aT2b/vgp1aerAQiJCuHm791M+uxJIrhqjFF7rIRD//MZANPvXUzqoiwfWyQQCMYiTruD1tMVNOQV0VXZ6Nmu0vsRNX0i0bnp6MKCfGfgGGDYhMqaNWv44osv+Pa3v80vfvELIiN92/xtpLJ+JEni5K6TbP3fLZja3R1FJ+RM4ObvryVcZJKMKc5uPULBxweRyWXM+4dbicpM9LVJAoFgDGNu66LhWDFNx4ux9Z5vMROUGEVUbjrhmUkohBf+IoY160epVKLXX74jZUfHyDSuGun0ZGu/ld1/383+D/fhtDuRK+TMWT+XJQ8sQavXDvvxBdePJEkc/ct2qg6dQalVs+THdxMUE+ZrswQCwRjH5XTSXlxDQ14R7SW1MHBrVWjURGa505wDYow+tnL0MGxC5UpL4z/00ENXOuV14as6Ku31bWz+82cUfXkWAP9gf1Z+ayXZy6eLIM0xgNPhZN/LH9FSXIcuJIClT92LX6De12YJBIJxgqW7l8bjJTQeK8LS2ePZ7h8V5k5zzkpF5TeyMZ2jDVGZ1gtUnygnLivpssKj+Ggxm/+0ibY6dyR4bFos6x5bR1x6vFdtEXgfW5+FHf/xLj3NnYQkRLDon+9EKdyz14W1z3I+wHCUIpPL8Qu6vEdYIPAWkkuis7KehrwiWk9XIg10bpYrFYRPTiYqN52ghEhkN+AD7rAJlSNHjpCTk4PiElHNVquVjRs3cvfdd1+dxdfIcAmV2lOVfPLc3wlLjGD+wyuITo+75FiH3cGhjw+y8+2dWM1WAKYvz2Hlt1cSEBLgNZsE3qe3tYsv/v0dbH0WguPDyb53EWHJ0b42a8xhMZkp2HiAyoOnPb1TRjMhiRFk37OY0CTfxtgJbizsZgtN+aU0HD1LX0unZ7tcpcQ/KpSAqDACot1/+vBg5MrxnT00bEJFoVDQ2NhIeLg7gNRgMJCfn09ysruPSnNzM9HR0Tidzusw/8oZtoJvB0+z57XPsfa566hMmJvJnAeW4H8Z4dHT0cPnr3/O8e3HANDoNCx5YCk33XoTStGVc9TSVtbAvlc+xt7v9gQkzJ7E1NvmiaWgK8DldFK66yRnNn2JfcCTolCN7oury+Hi3CUvcU4GU9fPRWsQn7Vg5JAkCVNdi7uYXEE5Tqv9ojEyhRz/iJAB4WJ0i5fIkHHV4XlYg2mbmpo8QiUgIICTJ08OEipRUVG4BnolDDfDufTTb+rj8Ht7Ob3jBEig1KjIWT+HaTfPQqm+9JeltqiGT1/5lLqSOgDCYo2s/f7NTJyR5lX7BN7DYuqj4OODVB467fmsM9bMYsKSaePqwuBNms5Uk//eHkxN7sD54Phwsu9ZRFjK6PZI9Xf3ceqj/VQPxJeptGoy1s4mdVEWinH+BCsYfUguF+b2bnoa2jx/vQ1tQy6hyuQydMZgj9clIDoM/6jQMds40adCZTx4VC6ktbKJfW9uo7HYLTwM4UHMe3AZiTkTLrnO7XK5OLH9OFtf/5y+rl4AJs2exJrv3UxodOiw2Cm4fjqqmjjx7m7aK5sA8A8PIvuuhURNSfKxZaOH3tZuTr6/l/qT5QBo/P2Ysn4uiXMyxlQgeVtFAyfe2U1nTQsAAZHBZN+9iMiMBB9bJrjRkSQJS2fPIPHS09CKfcDDPwgZ6EID8b9AvAREhaHSjf4sVCFUvIwkSZQeOMPB/9tBX6dbeMRnJTPvwWUEXya11dJnYeffdnBw40FcThcKlYL5d8xn4b2L0NzgEd+jFcklUX3kLKc+3I/FZAYgakoS0+5cQEBEsI+t8x0Oq52znx+leNsxXA4nMrmM1EXTyFw7C/UYuCgOheSSqDx0hoKP92Ptcde/iJ6azLS7FuBvDPKtcQLBBUiShM1kpqeh9bx4aWzD2t035HhtcIBHtAREhxEQE4baXzfCVl+eYRUqO3fuJCQkBIA5c+bw3nvvERsbC0BbWxvLly8fd0LlHDaLjWMfHSR/82FcDncdlamrZjDjjnmodZcWHi01LWz+0yZKj5UCYAg1sOrR1WQtzhLZB6MUe7+VM58doXTnCVxOF3KFnInLpjNp9cwbqqmhJEnU5pVw8sN99A+I9PD0OLLvXkTgOPEO2swWzmw+TOmuk0guF3KlgrRl00lfNeOG+qwFYw9bbz89jW2DvC+WDtOQY9UBuguWjdxxL5pA32XADatQkclkDLXLue0ymWzcCpVzdDV1cOCvO6gaEB5+gXpuum8R6QumXrKbpiRJnD10ls/+vJmORve6fkJmIuseW0d06uhe17+RMTV1kL9hD00DLRS0gXqybp9H/Mz0cS8yu+paOf7ObtrK6gHQhxrIunMBMdNSxuW5dze0k//eHpqLagDwC/In6455xOWmjcvzFYxP7P1Wer8iXsxtXUNm5Kl02sExL9Fh+IUYRuT7PmxCpbq6+orGJSSMzDqvr4TKOapPlLP/L9vpGhAe4SnRzH94OZETYi65j91m58AH+9n1913YrXZkMhkzVs9g+cMr0ItMk1GJJEk0FlSSv2Evva1dAIQmR5F9zyJCEiJ8a9wwYO3tp/CTQ1TsK0CSJBQqJemrZpC2POeygeTjAUmSaDhZTv6GvfQNtMsIS40m+55FBMeJdhmCsYnDaqe3qd0T79Lb0EZfSyeS6+Lbv1KrdqdLX+B90YUFer3Wy7AJlV/+8pf86Ec/QqcbHWtdvhYq4K5yemrLUY5+uN+T4pq+cCqz71uEPujSrb+7W7vZ8r9bOLX7JABafy3LH1zOzLWzLlmnRuBbnHYHJTtPcPazIzisdpBB0pzJTLl1DlrD6PhNXA8up4uKfQUUfnIQ20BNoLicCUy9Yz76EN/8vnyFw+ag5ItjnN16FKfNgUwmI3n+ZCbfMgeNv5+vzRMIrhun3UFfc8cgz0tfcwcux8UrIsGpsWR/62avHn/E6qj4mtEgVM7R19XLl3/fTdGeUwCo/NTMuGM+U1flXjbtsbKgkk1/+JTGCncHzojECNb+YB0p01JGxG7B1dPf1etOcT1cBLg/68y1N5G6aOqYbfHeUlLHiXd3013vrrIcGBNG9j2LCJ8Y62PLfIu5o4eTH+6jNq8EAJVOw+R1N5GyYCpyxdjJchIIrgSX04m5tWtwunRjG9EzJjFhzRyvHmvEsn58zWgSKudoKq1n35vbaCl3C4+g6BDmPbichMsID5fTxdEtR9n25uf0D2QfTJ4/mdXfWUPwDZxpMtppK2vgxHvnU1wNUSFk372IiEljp4VCX4eJUx/so3Yg3kqt0zD5ljkkz58ibsQX0Fpax/F3LhBy0aFuIZd26arVAsF4QHK5cNqdKDXebTEyrEKlubkZo3F0dIAcjUIF3GmPRXtPcejvu+jvdqe4JuZMYN43lxEYeWnhYTaZ+eIv2zm8+TCSS0KpVrLwnoUsuGshKi9/SQTeweVyUXngNIUbD2IdaPEek53KtDvmow8L9LF1l8Zhc1C8/RhFW4/itJ9b2pjC5FtuEksbl8DldFGxv4DCTw5hG6hpETt9All33nhLYwLB9TKsQiUwMPBrI4I7OjqudMrrYrQKlXNYzRaOfrCfgq157hRXpYLstbOYvn4O6sukPTZWNLLpj5uoPFUBQFBEEGu+czOZ8zJF9sEoxdZn4fTmLynbfRLJJaFQKUhbkUv6ytxR1exQkiTq88s5+f6FwaIxZN+zUASLXiHW3n4KPz1Exd4Lg41zSVueO+6DjQUCbzGsQuX3v/89gYGXf1J86KGHrnRK6uvreeqpp9iyZQtms5nU1FTeeOMNcnNzv3bf0S5UztFR38b+t7ZTe6oSAH2wP3MeWMqEuRmXFB6SJFG4r5DP/ryZ7tZuAJKnpbD2B2uJTBTN1EYr3Q3tnHh3Ny3FtQDoggPIumM+sZepZDyStg1Kvw32J+uO+cTlTPS5bWORrrpWTry7m9ZSd/q2LiSAaXcuICY7VbyfAsHXMGZiVDo7O8nOzmbx4sX84Ac/wGg0UlpaSkpKCikpXx9MOlaECriFR+WxUg785QtMLV0ARKXFMv/hFRgv08XVZrGx97097H1vLw67A7lczqx1s1j2zeX4BQgX/WjknNcif8MezB09ABgnxJB9zyKCYkd+2dRmtnB602HKducjuSR3QbMVOUxaOcPr6843GpIkUXeslPwP9p4viJcWR/Y946cgnkAwHIyZrJ+nn36aAwcOsG/fvmvaf7iEisvhwNLWitZoRK7wrivXYXOQv/kwxz4+6ElxzVyazay7F+J3mRTXjqYOtvz5M04fOA2AzqBjxbdWkrsyVwQ9jlLccSB5FG3N88SBpCyYSuYtN6HRD3/ZeZfLRdXBMxRsPOApER+TlULWnQvwN47e+JmxiMNqp+jzPIq25Z1vMbAwi8y1s1GPwGctEAwHkiThtLjjsZR+3n0w9olHxWQy8X//93+89tpr5OXlXdF8GRkZrFy5krq6Ovbs2UNMTAyPPfYY3/nOd4Ycb7VasVqtg44ZFxfndaHSW1ONqdSdBaEKCEBlMLj/DTCg0uuReSEFtbfdxMH/20npwTMAaPRaZt61gMnLp19WeJSdKGPTHz6lZSDTJCgiiJwVueSsyCEoPOi67RJ4n4sya/RaJt86h+R5k4etkZ9ouucbetsGmjbmn2/aOPnWOSTNzRxTTRsFNx6SJOHs78feY8Le04Otpwe7qQfJYUcXE0tQerpXjzdsQmUodu3axeuvv86HH35IYGAgt912G6+88soV7avVup80nnzySe666y6OHj3K448/zp/+9Kch41x+8Ytf8Oyzz1603dtCxVRRTm9VFQz11shkKPX6AeEyIF78/ZErr83z0nC2hr1vbqO92n1DCYkzMv/h5cRmJl5yH6fDyeFNX7LjrzvoH8g0kclkTMidQO6qGaTPSkepEkF9o42W4lpOvLfHk+IaFOuuVWKc4L1aJe4aLweoPnwWAJVWTcba2UxYnDVma7yMRZrP1nDi3d2YmtyJBcHx4WTfvYgw0S5DMAqQXC4cZjP2nh6PMLH39CAN1f5GJsMvIpLgzEyv2jDsQqW+vp4333yTN954g66uLjo7O3n77be5++67ryqITK1Wk5uby8GDBz3bfvjDH3L06FEOHTp00fiR8qgAOCz99JQX4+gzu125ChVOqxXJbh9yvFKnc4sWj4AJQK66svV/l8vFmR35fPnuHk+Ka8qsdOZ8YymGy7jo7VY7pw8UcnRLnidDCEAf5M/05dPJXZmLMW50pJIL3LicLsr3FXD6wuqvuRPJun0+upCAa57XaXdQujOfM58dPl8196ZMpqyfg9YgWjP4ApfTSdnuU5zedMhTtTphVjpTb5uH32WqVgsE3kRyubD39nrEiL3HhKO3F8nluniwXI7K3//8Q3hAACp/f6+Xz4dhFCoffPABr732Gnv37mX16tV84xvfYPXq1ej1ek6ePElGRsZVGZqQkMDy5cv53//9X8+2P/7xj/zbv/0b9fX1X7v/cAfTSk4nfXXV2LrdT0UqQzB+xkjs5r4LPvQeXBeIpwtR+PkN9rwEBKBQXzot2dLbz5H39lK4/bgn7XH6rTcx/ZbZX5vi2lbfxrHP8zi+/Tg9AwGcAImTE8ldNYPJ8ydfNiVaMLK4++kcpHxfAUigUCuZtGomacuno7hKb1hjQSUnNuyhdyBIOzQp0t2HSGSHjQosJjMFGw9SebAQJFBqVExaM5OJS7Kv+rMWCC6Hy+nE0ds7yEti7+0dcnVAplAMCJEAVAb3PUqp0w2LKBmKYRMqSqWSp556iqeffpqAgPNPfyqV6pqEyv33309tbe2gYNonnniCw4cPD/KyXIqRyPqRJAlrewvmhjpAQqHR4p+YikJzPkDOabUOUqv2nh5PANJXkWs0qC9UqwEByDWaQZ6otuoW9r+1jfoz7jTSgLBA5n5zKckzv76Lq9PhpPhIMXlbj1J8tNjTdEqj0zBtyTRyV80g5jJNEwUjS2dNCyfe201bWQMA+jAD0+5cSHRW8td+1j3NneS/v5fGAnfau9agY+rt80iYOemSXbwFvqOjupkT7+6mfaBdhr8xiGl3LSBqSpJIZxZcNS6H46L7jqOvb8ixMqXSc89RB7iFicJP59Pv3bAJle9973u8++67ZGZm8s1vfpN77rmH4ODgaxYqR48eZc6cOTz77LPcfffdHDlyhO985zv8+c9/5oEHHvja/UcyPdne10NvdQWSww5yOf5xSagDL11l1mW3D/oC2Xp6cJrNQ46Vq9QDiva890Wu0VBxpJgDf91B70BhrpjMBOY/vJzQKyzM1d3WzYntxzm69SidTZ2e7VEpUeSumsG0xdNEivMoQJIkavOKOfnBfvq73CmuERnxZN+1CENUyEXj7RYbZz47TOmOE+5Cggo5E5Zkk7FmJio/zUibL7gKJJdE9ZEiTn24D4vJfT2IzExk2l0LMERe/FkLBAAuu21QgKu9pwdn/5XcTwY8+VrtqBPDwxqj0t/fz3vvvcfrr7/O4cOHWblyJZs3byY/P5/JkydftbGbNm3imWeeobS0lKSkJJ588slLZv18lZGuo+Ky2+itqcDR576ZaI2R+EXGXPEXYLACHlgrvKwCDkCm8aPoSBUFOwpwDqQ9Tl6Rw8w756O9wlLnLpeLylOVHN1ylNMHCnHa3QFTSrWSyfMnk7tqBkniqc7n2C02ij7Po3j7sYEUVzkTFmeRsXY2aj/NJW5yCUy7a6G4yY0xhNgUXIrzHvrzyzeX8tArNJrz3vmB5Ru5Wj0mruUjlvVTWlrKG2+8wVtvvUVvby8333wzd955J7fffvu1TnlVDFsdFZeL4uOlpE2fcFFKoSS5MDfWY21rBkDpH4B/fDJy5bUVzjq/pnjBF3OINcU+k5XCI7U0VLrjZTR6DTNvn0PmqpkoriKbw2zqI39nPke3HKW5qtmzPTQmlNyVM5i+fDoB1xHUKbh+elu7yH9/Lw0n3QHSmgAd6StyqDtRJpYNrgNJkrD1W1H7aUbNeyaW725snBYLNpNp0PXfZbMNOfZ8zOP5sIHLxTyOdkY0PRncN/bNmzfz2muvsWXLlkGZOcPJcAmVs3nFPP/D/yI0MoT5a+cw7+bZhEQMfmK1dnXQV1cFLhdylQr/hBSUOu9E8ksuF46+3kFuPkdvD5LLRUt9N6cO1tDT5c4O0hm0ZCydTsbS6QSEXfl7IEkSdcV15G09ysndJ7ENZCXI5XLSZ6eTu2oGE3InXJUIEniXptNVnHhvDz3N55ftRCDmlSFJEqbmLlqrmmitPP9n6eknIjWa+Q+vIGIUpQo3FFSSLwKibxgkl4ueinJ6q6uHfF2p0w8OB/C/8izSscKIC5Vz9Pf389///d/8+Mc/9taUl2W4hMqBz77k7/+1AXPP+Rolk2dnsGDdHLLmTvHUKHFa+umpLsdltYBMhi46Dk2IcVie1i7Me7d2dXN232kKD5Rhtw7kvcsgPiuFjCVZJE6fgEJ55QLD2m+lYG8BeVuOUnO2xrPdEGYgZ0UOOStzCRFLCz7B6XBStvskJTuOEz4xjqm3zRWprV/B5XLR1djhESNtlU20VjV70r8vRfqiqdx07yJ0o+T9FCnmNwZOm43OwgJsne4HEKW/P+oLlm+U/gE3RM2jYRUqra2tHD58GLVazdKlS1EoFNjtdv7whz/w7//+79jtdtra2q7rBK6U4YxRsVltHNudz75PD1B0vNSz3RAcwJw1s5i/di5RCRFITie9tZXYTV0AqIND0cfEI5MP/xfN0tlNwcadVJyso63xfEqyX6CO9AVTmbQ4i+Cr7DfSXNVM3udHOfHFCcym88Faqdmp5KzKJWNOBqpR1A1YcGPhdDjpqGs7L0gqm2iraXHf2L+CQqUgND4cY1IkxsRIwpIi8AvQceT9fRTvLQBA7adhxp3zmLIy96rE/XAiivaNX2zd3XQUnMJltSJTKAialIFfRISvzfIJwyZU9u/fz9q1azGZTMhkMnJzc3njjTdYv349SqWSH/7whzz00EP4ebknwKUYqWDa5toW9m06yIHPvqR7IAMHYGJWKvPXzSFncTZSTyf9TXUAKLR++CekotAMf1Ccy+Gg6+xZ2kqrqS5upaasA0vf+SfJqPQ4MhZnkTJ7EqqraEDnsDk4++VZ8rYepex4Gee+Jn4BfmQvzSZ39QzRxVkwrDhsdtprWs8v3VQ10V7TistxcfVMpUaFMTGCsAFRYkyKJDgm9JLio6mkjr1vbqO1ogmA4OhQ5j20nPis5GE9p6vhq20QDJEhTLt7oWiDMAaRJAlzfT3dJcUgSSh1OoKnTEXlPzq8eb5g2ITKokWLiI6O5qc//SlvvfUWL7zwAhMmTODXv/41d95553UbfrWMdNaPw+Gk4NBp9n16gJMHCz01Svz0WmatmMGcpVmEqK3gciJTKNDHJaE2BA27XZIk0Vdbi6msFJfTSWuLhbqaPmpPVXkEhtpPw4S5GWQsmUZ4ctRVzd/Z1MmxbXkc+/wY3W3dnu1x6XHkrprB1IVT0ehEpoLg2rH1W2mrbrlg6aaJjro2z2/sQtQ6jcdLYkyKxJgUQWBUyFX30pFcEmf3nOLLv++if8B7mJgzgXnfXEZg5KVLD4wkkkui8tBpCj4WjSXHKi6nk+6iIvqb3IHwWmM4QRkZ19x2ZbwwbEIlNDSUffv2kZGRQX9/P/7+/nz44Yfceuut1230tTDSQuVCOlu7OPDZl+z79CCtDeeXuuJSY5g5J5WsrFh0eg3a8Cj8IqJHJMvA2tlJZ2EBLpvNXXUwJpGqwgbO7jqJaSBIDyAsMYKMxVlMmJt5xSnO4C7/Xnq8lLwtRzn75VlcTncJZrVWzdRFU8ldNYO49LhRk1EhGJ1Yevtpq2oe5CnpauyAIa5EfgYdxqRIwhLdgsSYFIkhPMir3zFrn4WjH+yn4PM8d6qwUkH22llMXz9n1FRztpktnN50mLLd+UguCblSQdryHCatmoHyKjylgpHFYTbT8f+3d97xUdVZG//OTCaT3ntvEAglgPReBAHBAnbWhviuuip2sQL2sq6Ku66uYl3riiKgoNKkFymhJIT0Num9TKbe949JJokJEGCSmSS/7+eTdbm5c+fkTrnPPb9znnP8GIY6s6WFR1w/XCMixHck3Tg92d3dnaNHjxIbG3txEV8gthQqzTS3Mu9Yv5tD249i0BsAUCodGDIikjET+hM/oj9uEbHdoqCNWi2Vx4+jq64CwC0yCrfoGAqSc0jZlkTGgVRL6lyhdCB2zAASpicSMvD8Pjy1lbUc2XyEPzYdpCy/RagFRAYyavZIhs0YjqunKADs6zRU1VGaVUxpdkuRa2vR3BpXH/emTElgU6YkCFcf9277Uq/IL2Xnp7+RfzzbEs/4RdPpNz7Bbi4s1epyjny7nZJTeQA4e7uRuGAS4SP7202MAjONZaVUnjyJZDAgVzriPXgwKh/RlNBMlwqVrVu34tN0ssePH8+3335LWFjb6a9Dhw69gLDPH3sQKq2pq65j7y8H2bl+N/kZast2P38PxkweyJTrZuEXfn7LLheCZDJRk55GfZ75y8zRxwfvQYNRODrSWNtA6q6TJG89SkVeqeUxnkE+JExLJH7KEFzPowtCkiRyTubwx6aDHN9xHH1TUaNCqSBh/CBGzR5FzLAYMeK+D1BfUUtxZmGbQtf6yroO9/UI8LKIEb+oQPyjAu2i+0aSJLL+OM2uzzZTW2pe5gyOD2PSbbPwj7aPmixJkig4mkHSdzuob6qZ84sLZcQNU/EKE0NIbY0kSdRmZlKXbfbGUXp44jNkCAonp3M8sm/RpUJFJpPR0UOat8tkMowdjYruAuxNqDQjSRLZKTnsWL+Hfb8eRKsxF7fK5TKGjI5nysJpDBmT0OVdBg1FRVSnJCOZTChUKryHDMXR09MSY0lGIclbj5K2Jxl9o9lHRSaXEXVJPxKmDSMiMQa5ovMCo7G+kaRtSfyx6SAFaS1DJaOHxnDDkzfg7i2M5HojDVV17Pv6d1J+T2q/fCMD72Bfc5FrUz2JX2TgeS052gKDTs/RDfs59ONeS6vwoBnDGXPdFJw9XGwdHmAueD+9+RApGw9i1BuQyWTETBrC4CvGobLz89tbMel1VJ44ibaiHACXsDA8+/XvtkF/PYkuEyo5ZzCn+TORkd1TlW6vQqU1jQ2NHNj8B7+v2UZWWqFlu5efJxMvH8fEeeMJCPXrsufX19VRceyYeS6ETIZnfDwuIW1t/3WNOtL3ppCy9ShFrQSGq487A6eY25w9ArzO63nV6Wr+2HSQw78dRteow8PXg5uevokI0bHQazAajBz/5RAHv9uJrkmM+0b44x8dbKkn8Y0MtJs6jwuhtqyGvV9uJW1PMgAqVydGXzuZwTNHnJeI70rqK2o49v0u8v44DZiLjQdfMZ6YSUPsJsa+gK6mhsrjxzA2NiKTy/EcMBCX4K7PoPdUbGb41t30BKHSjCRJZB06xo51u/hjbzoNrVqIB46MZ/L8CYyYnHheLcSdxWQwUJV8ksZS81KPc3AwXvEDkHXgyVCeV0rKtiRSdx6nsanLACBsSBQJ0xKJHhmPg2Pna21Kckv44vkvKM0tQeGgYO7/zWXsFePEenoPJ+9YFjs//ZXKAvOdo39MEJNunUVwfNg5HtkzUafksuPjXylvahX2Cfdn0m0zCRsUZdvAWlFyOp8j32ynusBcM+YZ6sfw66YQEB9u48h6P/XqAqpTU8FkQuHsjM+QoSjdRQb5bHSZUMnNzT33TkBERERnD3lR9CSh0oy+tpqqjDROHMli/+400lIKLEtprh6ujLtsFJOvmEBYbKhVn1eSJOpycqjNSAdA6e6O95ChOJzB88aoN5D5x2lStiaR1zSHBEDl5kz8pMEkTE/s9BRnbYOWNf9Yw4mdZpOtYdOHcdXSq3v0nXZfpbq4kt3/3ULWQfPdu5O7M+NunMaAqUN7fR2SyWgiecsR9n27A22dWcTHjh3A+EUz8LCTVmGT0UTmzuOcWLfH4swbfkk/hi6chKtPz/iO7ElIRiPVp1NpUJtrElV+fngnDOp1dvddQZfXqPyZ5toUMNeqGAyG8wz5wuiJQgXAqNNSl5OBUdNARVktR44XsW/bcSpbdUNEJ0Qxef54Rl86EmdX6xVhaSsqzC3Mej0yBwe8Bw3Gye/sS081JVWkbE/i1PZj1FW0OOAGxoWQMH0YceMG4niOia+SJLH7+11s+nATJpOJoOggFj2zCN8uXPYSWA99o45DP+7h6Ib9GPXmKd5DLxvJqGsmobLi+7Mn0Fin4cC3Ozjx22EkScLB0YERV45j+PyxONiJa7O2TsOJ9XvJ3HEcSZJQKB0YMHsU8TMvOa+MqODMGDQaKo8fQ19r/k50j4nFLSpKZIs7SZcJlaSkpA63S5LE119/zapVq3Bzc6OkpOT8Ir5AeqpQAXNnToM6F22FOU2rcHUnu0jLrp/2c3RnEsYmjxKVs4pRM0Ywef4EYgdbZ1KusbGRiuPH0NeYOwbco2Nwiz73sU0mE3lJWSRvO0r2oTSLj4qDSkm/8WYzucC4s3vGZB3P4qsXv6Susg4nVyeuffRaBo5LuOi/SdA1SJJE+t5k9vx3q0Wkhg2OYtJtM/Hp4x0mZTkl7PzkV9RN87Hc/TyZcPMMYkbH283Fqiq/lCPfbKe0qfbM1deDxGsmEzos1m5i7Ik0lpdTeeIEkkGPzEGJ9+DBOPme37iSvk631qhs3ryZZcuWcfr0aR566CEefvhh3Ltpba4nC5VmGstLaVDngiQhd1ThFhlLvcbA3k372bFuD0W5xZZ9Q6KDmTx/PONmj8H9Ils5JZOJ6tOnaSgw2/6rfH3xHjS40ynLhqo6Tu08QcrWo2azriZ8wvxImD6M/hMHn7E7oqa8hi9f+JLcZHNx9tQbp3HpzZeKwj87oyynmB0f/0phk2eHu78nE2++lOhRwrOjGUmSSN+Xwp7Pt1iEXOigSCbdNgvfcPsQcpIkkXfoNElrdqJpahcPHBDBsOum4Hmes8D6OpIkUZedTW1mBgBKdw+8hww54xK64Mx0i1A5fPgwjz/+ODt37mTJkiU8++yzFiO47qI3CBUAQ0M9dTkZmPQ6kMlxDYtE5e2LJEmkHctg5/o9HNxyCF2zR4mDghFTEpk0bzwJowZcVG1AQ6GaqlOnzEVgTs74DB2C0r3z51KSJApP5ZG8LYmMfSkYdOZlP7mDgpiR/UmYPozQQZHtRIhBb2DjhxvZu3YPAHEj4rh+2Q3CJM4OaKxtYP+3Ozi5+UirpY3xDJ8/xm6WNuwNfaOOw+v2cmT9PsvS2JBZlzDqmkl204pt0OpJ+eUgqb8ewmQwxxg3dRiD5o3B0aVvLd9dCCa9nsrkk2ibhu66hITi2b9/h00JgnPTpUIlIyODJ598kjVr1nDdddfxwgsvEBNjm0FevUWogLkzpz43E32deTlG5RuAS3CYpf++oU7D/t8OsmP9HnJOtRQ1+wb5MGn+eCbOHYtP4IW5Hupra80tzI0akMvxih+AS0jIeR9HW99I2u6TJG9Psgx7A7MDrnmKbYvjqG+4PwqlA0nbjvL9m9+j1+rxCvDipqdvIkx0KdgEk9HEyS1H2P/N72jrGwGIGzuQ8X+ZjruffRSL2js1JVXs/nwzma2KjcfeMJWB0xLtpti4rrSapO92UJBkzgqo3J0ZcuUEosYn2E2M9oa+tpaK48cwaszfkZ7x8biGWLfhoa/RZULlnnvuYfXq1UybNo1XXnmFYcOGXWysF0VvEipgzk5oitU0lpj9VhxcXHGLjEWubNsdk3s6j50b9rD3lwM0NLUQy+QyBo9JYPL88SROHIrDeZrJmfR6Kk+eRFvedLcQGopn//gLNioqzSoiZVsSp3eftFz0WiNXyPEJ98c/KgiluxN7Nx6kqrQahVLBFfdcwcg5o8TyQjdScDKHnZ/+SnmuuYXdN8KfSbfNIlT43lwQecez2PlJq/bt6CAm3TaTYDsS4UXJORz5dju1RZUAeEcEMPz6qfjFnv9NSm+mobCQ6lMpZuNMJyezcWYvuN7Ymi7t+nFycmLAgAFn3e/w4cOdPeRF0duESjO6mirqc7OQTEZkDg64RcSgdGv/9+m0Og5tP8rO9bs5dTjNst3D253xc8cwad4EgiMDO/285vXXLGozMwFQeniYW5gvwvpZMklUF1daBtCVZRdTklVkae9sxiRJVNY30tg0Kyk6IYJZt8wiKD4UlUhLdxm1ZdXs+e9W0velAGZDszHXT2HQjOGiZugiMRqMnPj1EAe+22lpFe4/cRDjbpqOm499eGyYjEbStiWRvGGfxZ06csxAhl49AWc7GGlgSySTieq00zTkN9Xx+fjiPXhQuxtHwYXRZUJlxYoVnbrLXb58eWcPeVH0VqECYNQ2mluYG80XdOfgMJz8As94/ovzSti5YQ+7f95HddP8D4D+iXFMumI8I6eNQNVJ35LG8rKminYDcqWyaZiW9YruJEmirrymZXpu09C6+opa6rQ6ajTmL0ylQo6PqzM+Ib4ty0ZNU3SdPUQty8Vg0Ok5sn4/h3/cg0Fntl8fdOlwxlw3GSd3+7CI7y00VNez/5vfSd52FCRzl9zIBRMYNnc0CqV9tAo31tRz/Mc9ZO05aYkxYe4Y+k0fZjcxdifmzsjj6GvM857coqNxj44RWV4rIpxpewmSyUh9fi66KnP6WOnpjVtY1FmLtwwGI8f3nGDH+t0c23sSyWR+eZ1dnRg7y2wmFxl/bkO+dh4BsbG4RXatR0B9ZR2l2UUk7zzBvl8PYdAbkMnAx9UZpz99Wbr5elhmx5jFSxAu3m7ii+QcSJJE1sHT7Pq81dC9AeHmoXtRnc++Cc6fkoxCdn7yq2VMhUegN5NuuZTIEXF2876tyC7iyDfbKc8y15i5BXgx/NopBA+JtnFk3YfZa+oEJr2uyWtqEE5+9tHB1ZvoMqHi7e3d4QfK09OT/v3788gjjzBz5szzj/gC6e1CBcwXFm1FKQ3qPHMLs8oJ98hYFE7n7iSoLK1i98/72LF+N2Xqcsv2iP7hTJ4/nrGzRuFylrtnyWikOjWVhkKz66KTnz9egwYhd+j6O6yqkiq+fP4L8k/ngwwSRsXj5+tBWXYJ1UUVHT7G2dO1Rbw0ZV/c/T3t5iJgayryS9n56W/kH88GwM3HnfF/mUHcuIHiHHUTkkni9K4T7PlyKw1V9QBEDItl4i2X4m0nrcKSSSLnQArHvt9FY00DAMGDoxh27RTcA71tHF3XIUkS9bk51KSb3bsd3NzwGTIUBxeRYewKukyofPrppx1ur6qq4tChQ3zzzTd89913zJ8///wivkD6glBpxlBfR21uBpJeD3I5bmFROHp1rsvHZDKRejiNHet3c2j7UQxNdSBKRyUjpw9n8vzx9B/W74wXq/qCAqpTT4EkmedYDE1E6db169cGnYEN/17PgZ8PABA/Op7rHrsehUJOWU5xq6WjIioLyjuc6q1ydcIvqqXbyD86CK8gH2TyvnNh1tY3cvC7nRz75Q8kk4RCqWD4vLGMuHIcSjHGwCboNFr++H43ST8fwGQ0IVfIGTpnFKMWTMTR5ewuz92FXqMl+ecDpG09Yomx34zhJMwd0+veN+3moQUF4zlgAHLRetxl2Gzp5x//+Affffcde/bssdYhz0pfEioAJoOeupxMDPXm5Rgnv0Ccg8PO6264rrqOvb8cZMe63RRkqi3bA8MDmDRvPBPmjsHTt30rqq6mmsrjx1smgw5MwCUo6OL/qE5w6NdD/PjOWgw6Az7BPtz0zCJC/tSZoNfqKc8toSyriNJss4gpzy2xuOe2RunkiF9kQBvx4h3q1+uKR00mE6e2H2Pf19vRNN0ZR4/qz4S/zMCzF98ZnwlJkqivqMHFy81uLkBV6nJ2fb6FnCPmu3hnT1fG3zSN+ElD7EZM1xZXcuTb3yk6mQ2Ak4cLg68YR9TYBOTn2V1oj+jr6qg8fgxDQ9OE+f7xuISGiixjF2MzoXL69GnGjh1LRUXHqXlr09eECjS1MBcV0FhqXkN2cHXDLSL2vIdgSZJEVkoOO9btZv/mP9A2dSXIFXISJwxh8vzxDB6TgKLVF5FRp6Pq5Am0Ta+va1g4Hv36XXAL8/mgTlfzxfP/pbKoEgdHB666/2pGzBxx1scYDUYq8krNWZdsc9FueU6xxZSuNWfzeumJFKbms/PTXy1+Nt4hvky8dSYRibbxPOpuJEmiorACdbqagtP55KdkU5hZhKZBR0z/AC6/aSzO3t4o3d3NP25u3fI+PhPZh9PZ9dlmy7KmR6A3CdMSGTB5CK427BCSJAmjRoO+tpaCo2mkbDmBpsZsN+Dk5kjIgGDCh0fjFuyPo7s7Dq62PY/ni6a4mKqUZCSjEblKhc+QoTh6Cs+g7sBmQuX48ePMnDmToqKic+9sBfqiUGlGV11JXV4WmEzIHJS4RcagdL2wL7TGhkYObj3MjnW7yTjRMinZ29+LCZePY9K8cfiHmIcHSpJEbWYGddnZADh6euI9ZCgKVdenqxtqGvj2tW843WSmNWbeGC7/67zzGrJmMpqoVJebMy/NAia7GH1Tp1FrWnu9NAsY34gAu05711fUsverbaTuPAGAo7OKUddMYshll7QRnb0Jk9FEWUEZ6vQC1GlqCtLVFGaoaezAv6eZyBhf5lw1pMVvSCZD6ebWIlzcPXBw697Mi1FvIGnjQQ79sAedxnzjIJPLiBweR8L0YUQOi+3SrJ8kSRjq69HX1jb91KCvrUUyGi37mIwm1Gnl5KWUYjQ0ZStl4BPsTlC0N97BHjh6tJxDiwi0kwxWM5LJRE16OvV5ZvNMR29vvAcPQeFov5/t3obNhMoDDzzAqVOn2LRpk7UOeVb6slABcwtdXU46Rm0jIMMlJAyVb8BFpSwLMtXsXL+HPZv2U1ddb9meMGoAk+ePZ/jkRJSOShpLS6k8ecJ8J+LoiPfgIai8u345wWQyse3LrWz971YkSSIsPoybnl6EV4DXBR/zz14vzdmXP3u9gHk6uFeor6XTyD86EL+oQJt7vTRf5P74frfZD0MGA6ckMvaGKbj0Ij8Mg95ASW4J6nQ16rQC1OlqCjML0TeNl2iNXCHDz98N/0B3AsN8CB8Sh8HBiW9f+w69zkDUgFDm3zQGGuuRzjDx3cHVte1F1929y4vJ9Y060vedImXbUQpT8y3bXbzdGDB5KAnTEvEMurjPmmQyYaivQ19bi65JmBhqa5FM7ZdKkcvbiTgUSnIPpJC1J5nKvDLLro5ODgRGexMY5Y2TW9NFXybDwcWlzTnsjvN4JoxaLZUnjqOrqgLALTIS95jYHpUJ6g10mVB56KGHOtxeXV3N4cOHOX36NDt27OCSSy45v4gvkL4uVMDcmVOfn42u2uwu6ejlg2tYJDL5xd3B6HV6ju46zo51u0k+eMpSqOrq4cr4OWOYNG88QcFeVBw/hqGuDmQyPOLicA2P6Ja13dSDqXz7yjdo6jS4eLpywxM3EDc8zmrHlySJ2rKatpmXrCJLp8af8Qzyxj8qCL9W7dJnGspobbKPpLPr05Zlg8C4ECbdPovAHu4wqtfqKcoqMouSdLMoKcouwqg3tttXqVLiH+yFn48TfoFuBAS64+3nhmtQEC4hIah8fCzvy8ykTD579lN0jTpiEmO4eeUtKDC1ySLoa2rNs7c6QOHs0uaC6+jh3mUmYBUFZaRsTeLUjmM01rYI59BBkSRMG0bM6PhzZhQloxF9XV3bv6+uDjr46pcpFE2ipEVUOLi6nvUiXq0uJ2vPSbL3JqNrlcXyDvUiMNILnyCXDjNBChcXlG7uKD3ccWwWL11spqatqqLy+DFMOh0yhQKvhEE4d/OMOoGZLhMq06ZN63C7h4cH8fHx3H333URHd1+/vRAqZiRJQlteQoM6H5BQODnjFhmLQmWdu/yywnJ2/bSXnRv2UFlSZdkeMyiKiZePIz7cFanKfJF0CgjAa2BCt9wtVRRV8OXzX6BOVyOTy5h122VMvm5yt3i9lLUyq6stq+5w3672ejEXYm4m54h5ZouLlyvjbppO/MTBdlOI2Vm0DVoKMwstgkSdrqYkpwRTB3f4Tq5OhMSFEBwdiJ+vMx5OJtyd5cib/mYHV1dcQkJxDgo6Yyo/+0Q2nzz9MTqNjqjBUdz6/G2oWnXbSJKESaczX9hrWpZCjFpth8dTODm1yTgo3d2tuhxqNBjJ+uM0KduSyD2WCU3f2ipXJ/pPGkzCtGH4RQZgMhhaLd2YYzY0NHQsShwc2sXs4OJywe9Po96A+lgmmbtPUJySa4lR6aIiLDGK0AHBODnJbHIeJUmiPj+PmrQ0kCQcXF3NrceuwjjSVgjDtz6Kvr6WupxMJIMemVyBa3gUjp7WW44xGU2cOJDCzvW7ObrzGMamjhqVsyMjxg5kaH9vwkK9Ubq64T10KMpu+BLQa/X8+M6PHP7tEAAJEwZxzcPX4OTafUsxjbUNlk6jZvHSlV4vHbW2Js4dzcirJ9hNa+vZ0NRqUGeYl24KmkRJeUFZh+3lLp6uhMaFEBIXSki/EEJiQ3BRmtAUqmksK7NcgGUKBc6BgbiEhKL08OjU+cxNyeWTpz6msb6RiIER3Pbi7ed83xh1unZCwKhpv0QIIHd0bLdspHByumihWlNazantSaRsT6KuvNay3TvQnch+voTF+qJ0bJtRlSuVKD082ogAa8RyJurLqsnam0zWnpNoKuss232iAomeMJjQxGjQa9tkec5+Hpti92iKXaXqdOwmo5HqlGQ0xcUAOAUE4jVwoM2WngRmhFDpw5j0OnMLc4P5y8HJPwjnIOu32lVX1LBn4352rN9NcW6JZXtAoCcjR0QybEQUoaOG4xzQ9W6nkiRxcONB1r+7DqPeiG+oL4ue/QtBUd3TPt0RugbteXm9tLRKm7Mvnh14vXRoFpYYw8RbZ9qNWdifqa2sNdeRpKubREkBlU1D8P6Mh5+HWZDEhVjEiYefWXQYNBoaCtU0qNWYWt2NKz08zNmTwMALuvDkn87n4yc+QlOnIax/GLe/tBhn93ObKbamJYtRYxEwhvqOlwhlDso2Sx1Kdw8Uzs7n/Hwatdp2Ra6GBg0lBdVkp5ZSmF1leW8pHOREJIQQP24AIYOicPTwQH4eF3ZrYjKZKE7OIWv3SQqSMi01MA4qJeGX9Cd64iB8o4ORyWSY9Hr0da1EYE0thoaOz6NcqWyfeengPBoa6qk4dsz8eshkeMT1wzU8XLQe2wFCqPRxJMlEQ2E+2jKzgHBwc8ctIga5w/m1MHfuuSTSjmWwc/0eDm45hK6pqFGhkJMwMIQJc0dzybypKLrh7iU/NY8vnv+C6tJqlColCx5cQOK0YV3+vJ2l2eultXipyCs9s9dLK6M6Zw8X/lizy2K/7hnkzcSb7cd+XZIkqoorUGcWUdiUJVGnq6lpNXeqNd5B3oTEhTYJkhCC40Jw927btSaZTDSWltKgLrC0xIP5Yu8SHGTOnljBeFCdoeajZatpqGkgODaYxS/fgavnxWUDTUYjhrpay7KRrrbGfLE8U11I624jV1eM2sY2mRvTmZZKnJ1RurtjkCnJOVnI6X2nqSpsOVfeob4kTB9G/KTBNp+P1VhTT/a+U2TtPkFtcYtY9Qj2IXrCYKLGDkTl1lYkmgwGDHV1lnNoEYFnPY9m4QIS1amp3V7wL+gcQqgIANBWVVCflw2SCbnSEbfIGBxcuq4DpKFOw/7fzGZyOal5lu3DRkRx20MLcQ0JRXERk5g7Q311Pd+8/DXpTQZa468az5w759pta65Rb6Aiv6yNeCnLKcGoP0MXikrJqAUTSZw7ymYeL609SpprSgpO59NQ23GXlG+oX0uWpF8oIbEhZ81a6OvqaChUoyksxKRv6eZx9PbBNSQEJ39/q7e7FmUXsfrx1dRX1REUHcTiV+7AzcrdUpLJ1HFRa0edNh3QYefMn/yTJEmi6HQ+yVuTSN+bbPEMkivkRI/qT8K0YYQPibZpDZMkSZRlqMnadYK8Q2mW97pcISckMZaYiYMJHBBxxhgloxF9fX2bDNbZzqOjpxfeQ4Z0i4WCoPMIoSKwYGjUUJedjkmnBZkMl5AIVD5+XX4XnpOax7ZvN7Prlz8wmSSuvHI4o0ZGo/L1xSUkFCc/vy5rBzQZTWz+7De2f70dgMhBkdz41E14+PaM94jZ66WM0qziJqfdIqqKKgkfHMW4G6d1qwHY+XiUyOQy/AI9CAj1IjDUi9B+YYQN7Y9bgP85328mg4HGkmLq1Wr01S3FyXKVCpfgEFxCgnFw7touqpLcElY//iG1FbX4RwRwxyt3dPl7RjKZMDQ0tC3ara9H4aRqu7Th5nbeS1vahkbS9iSTsjWJksxCy3Z3P08GTB3KwKlDcfezrbmZTqMl92AqWbtOUNlqCdnFx53oCYOIHjcIl068383t1vXmpaOm82ho1OAcGIRHrGg9tkeEUBG0QTIaqcvLQl9TBYCjty+uoZHd8uHd+Pkv/O/fP6JUKrjrr9MIDDS/TnKlIy4hwbiEhODg0jUp6eQ9yfzv9W/RNmhx83bjxqduIroPTYE9X4wGIyU5JajTW4pcCzPUHXqUKJQKgqKDCAz1xtdbSUCYF2GD++Pk4Ya2ogxDfUsBpcxBicrbF5WPX5tONEmS0NfU0KBWoykuajEWk8lw8vPDJSTU3FbcjReZsoIyVj/2IdVl1fiG+rLk1Tvx9O/5TqWl2cWkbDvK6V0n0TaLTBlEDI0hYfowoi7pZ/OsY2VeCVm7T5Jz4BT6JqdsmUxGYEIkMRMHEzI02m5GHwguHiFUBO2QJInG0iI0ReYaB4WTC25RsSgcuzYdajKZeOvhdzmxP5mQqEAeePo6DOWlmHQtHhWOXl7mLEtAgNW/iMoKyvjiuf9SnF2MXC5n9p1zmHD1BLuo67AlbTxKMsxLOEVZZ/YoCY4NaVPkGhAZgK68GE1x02TtgGCcA0Ms59XYqEFbWYa2ohzJ2LKM5eDqjtLDC6OmkYbCQrMHTxMKZ2dcQkJxCQ62aZq+orCCDx//gKriKnyCfbjj1SV495LZSAadnowDqaRsPUpBcq5lu7OHC/GTh5AwLRHvUD8bRmgeRlpwJJ3M3ScoPd1ieKdydyFq7ECiJwzCI6hzA1kF9osQKoIzoq+rMbcwGw3IFApcw2Nw9OjaO8bqihqW3/ISNRU1TL16Ejc/fD2N5WU0FKjRlre4WsoUCpyDzFkWRyu+nrpGHT+89T1J25IAGDJlKAseXIDKuW+sWWs1WgozOudRonJRtRS59jOLEr8/DWyUJAlNsZrGEvNygnNgCM6BHZvLSSYT+tpqGstL0FZUYGzUYWqdoZHLcQ4IwCUkFEcvL7sRkJXFlax+/EMqCivwCvRiyat34hPcuy6OVYUVpGxP4tTvx9oYGQbHh5EwfRixYwbYfFxEbXGlxUyusWmwJoBfXCgxEwcRNqIfDo7WbxIQdD1CqAjOilGnoy43A2NT659zYAhOAcFdepE4eSCFNx54B4B7XryTkdOGm2NpbLS0nRobW+oelO7uuISE4BwYdN4DFztCkiT2rtvLz+//hMloIiAigEXP/gX/cP+LPrY9cWEeJSGWtmDvIG/kZ1lq+fNQTOegMJwDztwGbtRqW17fVj4ZMoUchbMKhUqJg6sbKh9/VF4+djUTprq0mtXLPqQsvwxPP0/ueG0JfjbONnQFRoOR3KMZJG9LIudwuuW94uisot+EBBKmD8M/OsimItJkNFJ4PJvM3ScoOpFtiVHp5EjE6AHETByMd4RwmO1JCKEiOCeSyURDYR7a8lIAlO6euIZHd6kJ0v/eXcvG//6Ki7szKz55Er/gFu8PSZLQVVbSoC5AU1LS0n5o5TvunJPZfPnCl9RW1KJyUbHw4WsYPHHwRR3TVtRV1Vnm3VyMR0lnkSSpqe3dbJzlEhKOk197nxzJZDJnzNRqtGV/zpgF4RIcAjIJXWU5upqqltdaJsfRyxuVjx8OLtZz8L0YasprWL1sNaW5Jbj7uHPHq0sI6MUXxLqKWk79foyUbUnUtHKh9osKJGFaIv0mDMLJ7fx8ZqxNQ2Ud2XuTydpzgvqylvZ3r3B/YiYMJmJ0PI42nr0lODdCqAg6jbayjPr8HJAk5I6OuEXGdVl3hcFg5JW73yDzZDaxg6N5/N2HWqbXtsKk19FQWESDuqCNcZbCxQWXkBBcgi6uhqG2opavXvqK7OPmSdGTrp3M2HljwfbXxTNiMhgpyS2xZEnU6QXUlF24R8n5IkkSDepci7B1CY3AybftBdvQ0ECDWk1DobqDGqQQnAIC29UgmQx6tJXlaCvKMGlbMmpylRMqHz9U3r5d4v9zPtRV1fHRstUUZRXh6uXGHa/eYVMzwe5AMkkUJOeQvPUoGQdSMRnMtUsKpQOxYwaQMC2RkITumet1thhLTueRuesEBUczWsWoIGxEP6InDMYvLuSsGUKB7RBCRXBeGDQN1OVkWFqYXUMjUfl0TYq7VF3GiltfQlPfyOW3XMbCu648474tXSEFaIqLO+4K8fW9oC9Lo8HILx/9wq41Oy/0T7E5F+JRciFIkkRDQQ7aCnN2xDUsEpWPeclMMhrRlJbQUKBGV9WSzZErlTgHh+ASEtKpUQqSJGFoqEdbUYauqgIkU/MfidLDC5WPH0q388sAWZP66no+emI1hRmFuHi4sPiVOwjp4UMfO0tjbQOpu06Ssu0o5bmllu2eQd4MnJbIgMlDcfW27YRubZ2GnAOnyNp1gmp1uWW7wtEBrzB/vMMD8IoIwDvCH49gX5t3OAmEUBFcACaDgfq8LPS1Zg8LlY8/LiHhXdIaenDrYf799IfIZDIefvs+EkYO6FR8mpJiGgrU6Gs68tkIwcH5/C/Qx3cc5+f3f6K+pmOrbntBJpPhG+LbVE9iXroJjgluM0ivKzAPc8tGV2n+8ncNj0Ll7Ye+tpYGdQENRUVIhpauHmv45EhGI9qqCrQVZRg1La+LXOmIY3Obcxd3q3WEplbDx09+RP7pfJzdnFn8yh2E9gvt9jhshSRJlGQWkrz1KGm7k9E3mrNmMrmMqBH9SJiWSMSw2A4nJXdnjBXZxWTtPkHeH6ctMbZG7qDAM8QX74gAvML98Y4IwDPU/5xTqAXWRQgVwQUhSRKNJYWWllOFs6t5CvMZJtBeDJ+88gU71u3G09eDlZ8+hcd5mJjp6+rMF8nCIiRDK+dSn2bn0gBh8GQFJEmiPi/LnOEAnEMiMDXqaFCr0de2LDspnJwsYtHazsMGTUNTlqW8JaMGKN08zFkWD69ufa0b6xv55KmPyU3JxcnVidtevJ2IgRHd9vz2gq5RR8a+FJK3JlHUqoXY1dutyUwuEU8bt3SbTCbqSqqoyiuhMreUytwSKvNKLB4trZHJZXgE+ZizLuEBFhFj666n3owQKoKLQldbTX1uJpLRiEzhgFtEDEp3655fbaOO5+94FXVWIUPGDWLp63ef91qyeRZMiblos9UsGLlSaS7atNIsmL6IJJmoz81CW1WBZDAhUyjRVVZZhsohk+Hk799iytbFSzKSyYSuuhJtZRmGupaJwTKFQ4uZnFP3FHlqG7R8+swnZJ/IRuWi4tbnbyNqcFS3PLc9UpFfSvK2JFJ3HKex1RiFsMFRJExPJHpkvN1kKyRJor68hqrcEotwqcwtQdvB+Adk4B7gbcm6mMVLAKpunMzemxFCRXDRGHVa6nIyMGrM3gXOQaE4+Vu3RTE/o4Dn73gNvU7P9fct5LIbZ1zwsQwaTUshZ5vpup64hIbgHHBh03X7IpLJRE1mGtqyUoyNOqRWQxMdXFzN5zMouEsybZ3BqG1sMZNrlVFzcHFD5eOHo5c3MnnX1iDoGnV89uynZCZl4ujkyC3P3UpMYkyXPqe9Y9QbyDqURvLWo+Qdz4KmK4vKzZn4iYNImD4MXzvsmJIkCU1VfVPmpUXAaCrrOtzf1dejVebFH6/wAJwvcohlX0QIFYFVkEwm6gty0VWaiyiVHl64hkchV1jvgr/thx18/vrXKBwUPPn+I0QPjLyo40mShLa8nAZ1AY1lZZbWV5lCgXNgoDnL4mG7okx7RpIkGsvKqM1Iw1DfYq4lk8txDgzCJTQEpYen3Zw7SZLQ11ajrSizjIcAQC5H5eWDyscfhbNLl8Wra9TxxXP/Je1QGkqVkptX3ELciLguea6eRk1JFSm/H+PUtiTqKloyYAGxISRMT6Tf+AQc7dxwsbGmwSxempaOqvJKqCut7nBfJ09Xc9alWbxEBODi7W43nxV7RAgVgVVpLC+lQZ3b1MKswi0qDgcrpdklSeLdpz7k0PYjBIT6s/yTZTi7WufYRq2WhqJCGgrUlswQgIOra5NVexBypViDNmg0FlO21tkoB1dXXMMjcA60/2yUSa9raXPWtfwNCifnpiyLb5f8DXqdni+f/4LUA6k4KB1YtPwvxI+Kt/rz9FRMJhN5SVmkbDtK1qE0TE3ZOQeVkn7jEkiYnkhgv9Aec0HXNTRSlVdKZZ655qUqt4Sa4gpL9qg1jq5OliWj5q4jNz9Pm06utieEUBFYHUNDvbmFWa8Dmdzcourte+4HdoL6mgZW3PoS5cUVjJ01ijuX32bVLy5JktBVVbWYybWpswjANTSkabmg7xTgmut7Spvqe1raOZHJUDg54hHX76yOs/aKJEkY6mvNBbjVla3M5GQ4ejaZybla907XoDfw9UtfkbwnGYVSwU1P3cTAcQlWO35voaGqjtSdJ0jedpQqdUtNmXeYHwnThhE/aTDOHl07Ibsr0DfqqC4osywZVeWWUK2uaKnnaoXSydFS8+IV7o+zjwd+scEo7MiRubsQQkXQJZgMeupyszDUmTs+VL4BuASHWeUCn348g1fueROT0cTip25m4uXjLvqYHWHS69EUFzV1rrSkpJHLUbq5oXR3R+nuYf6vm1uvEy/6ujoaCtVoCgsx6VvqOxROKuRKBXJnFR4x/VG6XpxBnD1gMhjQVVWgrSjF2NhSLCl3VLWYyVkpo2Y0GPnmlW84sfM4coWcG564kcGTeqbjcVcjSRKFqfmkbD1K+r4UDDpze7tcISdmVDwJ04cRNjiqR2cejHoD1erylpqXnGLK80rRafUYjCbLjySZrQc8/DwIGRRJUHw4/tFB+IT59XqvFyFUBF3GnwfSObi44RYZY5Uv/A2fbuL799fh6OTI8o+fIDiyvT27NdHV1NCgVqMpbusFYkEmw8HVFcdm4eLhjoObe48bNW8yGmksLqZeXYC+uq0HjXNgIJJBi0mvRSZX4BbdD6Vr7+qUkiQJY1Obs7aqvCWjBi1mcu4XX3tjNBr57vX/kbQtCblczrWPX0fi1MSLDb9Xo21oJG13MsnbjlKaWWTZ7u7naTaTmzIUd7+e9d1uMpqoVJdTllVEaVYRpdlFlGYXo9e093Q5E3IHBb4R/vhHBeEfFYhfdBB+kQG9agCjECqCLkdXU0V9bhaSyYjMwQG3iFiUbhd3F24ymnjjgXdIOZRKeL8wnv7PoyhVXf/BNF/INOhra9DX1qKrrUVfU9umo6Q1Dq6uTZmXluyLvdVwmAtNa2goaBJirV19ff3MhbGentRlp2PUNCBTKHCP7o+DS+/uXpBMRnRVlWgryjA0tHR1yByULW3OqgtvPzUZTXz/5hoO/3YYmVzGNQ9fw/BLR1gj9F5PaXYxKduOcnrXSbT15nEKMpmM8MQYEqYnEjWin91lGYwGIxV5pS2CJKuY8pxiS5aoNQqlAt+IQPyjA/GPDsI/Ogh3Xw/SdhwnffcJqgorzJkWg6mjkhdkchneoX7mx0aZj+EXFWj3RclnQggVQbdg1DaaW5ib0urOwWE4+QVe1J1pZWkVy299ibqqOmZcM5VFD11nrXDPC0mSMDY2oq+tbfoxi5jWM2xao3B2blkyavqxRfuuSa83FxCr1RjqWi7ECmfnpgJi85wkk8FAbeZpjI0NyBQOuMf077IZT/aKsVFjzrJUliMZWy4sDq7u5gJczwurWzKZTPy4ai0HNx5EJpNx9YMLGHnZSGuG3qsx6PRkHEglZetRCpJzLdudPV0YMHkoA6cl4h1infq4842rLKfEnCnJLqY0q4jy3BJLgXBrHFRKi5ho/vEKObt1f7W6nKzdJ8jam0xjrcayPCR3UqHTGdBp2hvVIQOvIB+zaGklYGw9OLIzCKEi6DYkk5H6/ByLe6mjpzeuYVHILmJ55NieE7z1yLsA3PfKXxk+2X7S50atto1w0dfWYmxs7HBfhZNTu8zLxQxTPBMtk6fVaEpbFQtbJk83FQs3CUiTQd8kUjTIHBzMmZQ+JlJaI5lMTW3OpW0cd2UKBY5e5izL+Z4fk8nEhnfXs2/9PgCuvO8qxswbY9W4+wJVhRWkbE8iZfsxNNUt4xSCB4STMH0YsWMGdEnWVafRUtYkRppFSWVBGZKp/eVS5eqE359FSZDPBdfYGPUG1EmZZO4+QXGKWahJkoSDswqv6GAcPVyoKauhLKuoTet3a9z9PVviiQrCPzoQFy/7WtIVQkXQrZi9S0ppUOcBEnKVE+6RsRflFPr1qjX8+vUWXD1cWfnZk/gE2NaO+2yY9Lo2S0b62to27dCtkTs6ti3YdXdH4eR0YYMVtVpLW7FR01Is6uDmhmtIKM5BQciVbb/ETXqdWaRoG5E5KPGI6d9tjq49AaNOi665zVnfkj1TOLug8vFH5eXTaREuSRI/v/8Tu3/YDcC8u+cx/qoJXRJ3b8doMJJzNIOUrUfJOZJB82XL0VlF/yYzOf/oC+tSa6zTWARJc11JVWFFh/s6e7o0Xfhbftz9u85bqK6smuw9yWTtPdnGgM43OojoiYPx6xdKVWGlOf6mn5qSqg6P5ert1pJ5aRIwbr6283oRQkVgE/T1ddTlZJhrO+Ry3MKjcfS8MIFh0Bt48a9/J+dULv0T43j0naV2tz59NkwGQ7tlI0N9x4MPZQ4OFuHi2FS0eyajMslkQlteTr26AG15eVtDu+axAe4df/mY9DpqMlIx6bTIlEo8YuIvqh6jNyNJEvq6mhYzOUubsxxHr6Y2Zxe3c37JS5LELx/9wo5vfwdgzpI5TLp2chdH37upq6jl1O/HSNmW1Oai7BcVSML0YfSfMOiMNvcNVXWUZhU31ZOYf2rPYOLm5uvRJEYCLeLExfvcr3lXYDKZKE7OIXP3SdRJmZbWZweVkvCR8cRMHIRPlNk5vLFOQ1lOsfnvzCqiLKuIysLyDr1enNydLaLFr6l2xjPAu1s6roRQuUhMJhNJB0+SOGrQec+f6euY9HrqcjMw1JvVv5N/IM5Bochk538ei/NLWHHby2gbtFyxeC5XLZln7XC7FZPRiKGurs2ykb6uruUi2AqZQtGm3sXB2YXGsjLziIBWdTKOnl64hIbgFBB41m4ko05LbeZpTDotcqUj7jH9rS5SNPWNqJwde91nxmTQt5jJaVuW+eQqp5Y2Z4czLz9IksTmzzaz7cutAMy6bRZTb5zW5XH3diSTRP7JbFK2JZFxIBWTwVwwrlA6EDtmAAMmD0Gv01su1qVZRdSfwRbfI9C7pci1aanE2aPrC8tNRgMyueK8xE9jTT3Z+1LI2n2S2uJKy3bPEF+iJwwmcswAVH+qUdE16ijPaVrKahIwFfmlHS5lOTqr/rSUFYhXiK/VP9dCqFwkR/Yf5/E7niMwxJ/Lrp7GrKumERDsZ7Xj93YkSUJTmE9jWbF5g0yGwskFB2cXFM5N/3Vy7lSh4t5fDvDByk+QyWU89s5S4of37+LouxfJZEJfV9c2+1JX16aF9s/IlUqcm6YVK13P/WVq1GmpzUjFpNchd3TEPSYehaN1a2W2fb+DL978Ft9AHybNH8+EuWPx9vey6nPYGkmSMDTUo60oRVdVCVKLcaClzdntzOMZtn6xhc2fbQZg+l9mMOMvM3qMI6u901jbQOqukyRvPUpFXumZd5SBd4hvm/oNv6jAbh002K7zTCbHwdm56bvRFYWzCwqV0zm/HyVJoixdTebuE+QfSsOob/KjcVAQOiyWmAmDCYgPP2N2xKAzUJ5XYskslWUXU55bglFvbLdv+JBornjqxov/41shhMpF8uuP23nv1U+oqzGn6mUyGSMnDmPOghmMmToCpbL39LJ3JbqqCuoLctt0VLQgQ+HkhMLZtZWAce5wmNzqFz5j98/78Pb3YuVnT+LmaV9FYdZGMpkwNDS0ybwY6htQurubsyd+/p3uRjFqG6nNTMWk1yN3VOERE4/cyt1Iv36zla/f/q7NNplcRuL4wUyaP4Gh4wb1qGW7ziAZjWibzeRa1SPJlY7mjiFv3w7F4I5vf2fT6k0ATLl+KrNunyXEihWRJImSjEKSt5ot+128XFtlSYLwjQzA0an7u/Fae/noqiqQTO3FQBtkMhROzn+6uXM54+de19BI7sFUsnafpDK3xLLd1deD6AmDiBqXgIv3ue0jjAYjlQXllnbr5g6nQTOGM/GWS8/rbz4XQqhYAW2jll2bD7BpzRaSDp60bPf08WDmFVOYvWAGETGhVn3O3ogkSZh0WgyaBoyahqb/1rf4evwJhcqp5YPZ9KPTGnhu8asU5RYzbOIQ7nv1LvHl3gmMjRpqMk8jGfTIVU54xPS3+myjjV/8xv/+9QMAcxbNJCQmmJ3r9nA6Kd2yj6efJxPnjmXivHEEhtnf9NyLxWC5AJW3eV8r3TzMWRYPrzYXmN3f7+Kn938CYOLCScy5c454P/dSzumO7OWLZDL+6fux4YxCRuHk3Ob70cHJpV1xd2VuCZm7T5B74JTFZE4mkxE0OIqYCYMIHhJ9XqaVJpMJg85gdYEnhIqVKcgpZNP3W/ntx+1UlFVZtg8eMYDZC2cwaeZYnF1EUWJnkSQJk17X5oNp0DSc0WBN7qiiqLiOfzzzJQaDkRuXLmTm9TO6OeqehaFRQ21mKpLBgMLJGffo/u06gC6W9R9v5IcP1gNwxeK5XHnH5ZYLbmF2ETt/2sPun/ZRW9VSFzBgRD8mzZ/AJVOH4ajqXQMhJZMJXXVTSr++pW1UpnBoMZNr6rDau24v6/+1DoBxV45j3t3zhVjpJVzsvCnzzZ0Oo6a+7fdjh5lp8/dj85JRs4CROzhg0OkpOJJO5q4TlKYVWPZ38nAhalwC0eMH4R5ou25KIVS6CIPewMFdR9i4ZgsHdhzG1FSI5OLmzPS5E5m9cAb9EmLEF84FYtLr2t1ZtG4R3bUtmbXf7EPhIGfpkwuIHBDRJjUqc1CKc4/5Dr828zSSsUmkxPQ/a7Hn+SJJEms/3MD6jzcCcPX/zWf+bXM6jkVvIGn3cXas38OJfcmWtlIXd2fGXTaaSfMnENEvzGqx2QtGbWOLmVwrAe7g4tY0zdmbPzYdYu2qtUiSxOi5o7nivit7XSFyX6IrJ3hLkoSk12PQNGDQ1GNs1GDU1LeZ19UaudKxlXBxRVOrI+dAKtl7k2msaVmq9O8XSszEwYQO74eDY/e6awuh0g2UFZfz24+/s+n7rRTmF1u2xw6IYs7CGUybOxH3Xl5L0R2YDIYm4VKPoaGe/7z2PSePZuMf6MEDT1yJyqnlAixzcLB8MC13FkrHPiVeDA311GadRjIaUTi7mDMpVrT3lySJNe/9yM+f/wrAtX+7mjmLZnbqseVFFez+eR871++hvLjFpyJqQASTr5jAmJkjcXbtXZ4ukiShr2k2k2vVBiuXo/LyJfloAWv/uQFJkrhk1iVc/cAC5AohVnoK5lEV1S1t7M3I5ai8fFD5+J/RasAamAz69jd3ug4cbDGPiZA7OlGeV01eUi7FqQWWbI/S2ZHI0QOJnjAI74juWZ4VQqUbaW5l3rRmC7t+24++qfLaUaVk4qVjmbNwBkNHJfSpi2VXUlddx/JbXqKytIqx0xO56f9mYdTUY9R27A4rUygsa7nNVfVylapXvh6GhjpqM9OQTEYULq64R/dDrrCuSPlm1Rp+/cbcZnvj0muYef308z6OyWgi+Y9T7Fi/hyM7kjA2tZU6OjkyavoIJl8xgbghvS8zeaY77tQTRWz4fA+SSWLYjGEsfPgaFD1s8GVfw6jVoq0sQ1tR9qeMmSsqH3/z+AUbvYYmgwFjY9tldVMH34+NdVoKT5eiTilGU91SP+MVHkDMxEFEjB7QpXOEhFCxVTxVtWzZsJNNa7aQldYyoyIkIojZC6Yz88qp+Prbr8NqTyH1SBqv3fcWkknizuW3Me6y0UgmI0aNBkNjq7uLRk2HHiXI5a2ES1PRrpNzj74w6utrqc1KA5MJBxc33KP7WfWL0mQy8eWb/2PrGrNx2c2P3MC0BRdvXFZTWcveTQfYsX43hdkt03ODIwOZNH8C42ePwcPn4oZd2hsd1TCkJuXz05cHMJkkBo8fyMJHFuKgtK9Bl22RIVf2raVWyWRCV1OFtqIUQ93Za5DsDclobPvd2Pz9iPn9WFlQTUFyESWZ5RZvFbmDgtAhkcRMHIz/wCjho3Kh2JtQaUaSJE6fyGDj91vY9tMuNA1mNStXyBkz5RLmLJjBqInDel3LZney9sMNrPvoZ1QuKlZ88kSH3SSSyYRR22gpSjN/QDUt/hetuQivF1ujr6ulNrtJpLi64x4VZ3WR8vnrX/P7j7uQyWTcuuwmJs+3rhW8JElknMhix/rdHNh8CF2juTZJ4aBg+KShTJo/nkGjBva6ZRFzV4g5y3Lqj3TW/3c/JqOEg1KBf7AngaFeBIZ5ERDqjV+gBwoHO/r7ZXIUzuYW2uYl1874f/Q0zrerq6cgmUwYGzWWTkyDpgFNVQ1Fp4opSCmmvqKllsU30pcZT9xs1ecXQsWO0DRo2PHLPjau2ULy0VTLdt8Ab2ZdNY3ZV08nODzQhhH2TIwGI6/f/zanj6YTOSCCp95/pFN3oJIkNYmXpqK0JgHTscFa571ebIW+toba7HSQTDi4eeAeFWvV+ExGEx+//F92/7wPmVzG4qduZsKcsVY7fkdo6jUc2HyIHev3kJWcbdnuE+jNxMvHMfHycfgFd//03K6k2Wfj5PZDrPtwK5r69nUGcoUM/yBPAsK8zQIm1Au/EC+UShu8HyXL/7TlPP0/7JUWn5wyjJqW0RdypSOOzdkTK5sm2gOSZMLY2IihoZ6yjAJyD6ZTeEpNzLh4ht90mVWfSwgVOyUnI6+pzfl3aqpaUofDxgxmzsIZTJgxute1bHYlFSWVLL/lJepr6pl1wwxuuH/hBR2nvdeLWcB0zuvFFYWzs1VrQTqLrraauux0kCSU7p64RcZa9YJgNBhZ/cJn7Pv1IHKFnCXP3MrYWaOsdvzOkJeez871e9i76QD1teY7PJlMxqDRA5k8fzzDJg218yWS88dkMlFeUI46vQB1RiHqtALU6Wo0dZp2+8rlcvwj/AmJCyEkLpSQuBCCY4Jx6mKnVUmSMGm1LWK/aVnhjJ+ZTvh/2JoW5+EydNUVrW5eZCg9z+083FvRabRIBiMqd+tOWBdCxc7R6fTs2/YHG9ds4fDeY5aWTXcPV2bMn8ychTOI7h9p4yh7Bkd2JPHOsvcBeODv9zB0/GCrHPdCvF7a3EU6u1i1JfjP6GqqqMvJMIsUDy/cImKsKlIMBiMfrPyYg1sOo1DI+evKxYycPsJqxz9f9Fo9h34/ys71e0g51JKZdPNyY8KcMUyaP56QqGCbxdfVSJJEVXEVBelm0aJOL6AgTU19Vceza3xDfQmJCyXUImCCceni2TVtPzNNAqbh/P0/uhuTQW+ZmG28gFlOggtDCJUeRFFBCb/+sI1NP2yjrLjcsj1+SBxzFs5g6pwJuPSylk1r88U/vmXLd9tx83Jj5adPdumMmXN5vbSmrZeB+b/WcIbVVVdSl5MJSCg9vXGLiL6goY9nwqA38N6zqzn8exIKBwX3vLCE4ZMTrXb8i6Ukv5SdG/aw6+d9VJe1tPzGDY1l0rzxjJ4xAlUXdivYC5IkUVtRizqtgIJ0tUXAVJ9hGrBXoJcl69IsYNy7uFBZkiSkjlpoO/2ZcbW6UWFzXIam6di6i5iOLbhweoxQWbFiBStXrmyzLT4+nlOnTnXq8b1BqDRjNBo5tOcYm77fwt5tf1haNp2cVUyZPZ7ZC2aQMKy/+OB0gF6r54X/e528tHwGXhLPw2/d161Fl629XiztgGf0Mrg4rxdtVQX1uZkAOHr54BoebdX3hF6r519PfcCxPSdwcHTg3pf+z2pZKmtjNBg5vu8kO9bt4djeE5iM5lS9k4sTY2aOZPL88UQNjOxzn5m6qjoKM8zCpSDNLF4qCis63Nfdx92ybBTaz/xfT3/PLj9nJoO+XbbybP4f7bKVF+iPZNTp0DW1FbcWSwpnF3NbsZe3TZZx+yI9Sqh89913bN682bLNwcEBP7/OTSruTUKlNZVlVWxev4ON328hP0tt2R4RE8rshTO4dP5kvHw8bRih/VGYU8xzi19Bq9Ge1Sm1u5CMf57f0Qmvl1YCRu7Y3utFW1lOfV4WAI7evriGRVn1gqLT6vjnsv9wYn8ySkcl9792F4NGD7Ta8buSytIq9mzcx871eykpaJmeGxYXyuT54xl72Wjcunjpw57R1GkozCg0172kqylIV1OWV0pHX/8uHi6ExIa01L30C8En2KfLXXNNRkN78XLGz4xD+2xlB58ZMBeItpju1bQ6hgJHL3NhrIOzdesvBOemRwmVtWvXcvTo0Qt6fG8VKs1IksTJI6fYuGYLO37Zi7apZdPBQcH4GaOZvWA64dH2PRhRLpfjF+jTLXe1u37ay0cvfo5cIefxfz1Iv6GxXf6c54PF66W1gNGexeul1ZewZDDSUJgHgMrHD5dQ62YKtBotqx57j5RDqTg6ObL09bsZeEm81Y7fXZhMJk4fTWfHut38sf0IBp25PsLB0YGRU4czaf544of3E1b1gK5RR1FmYZtlo+LsYktmqjUqFxXBsc1LRmYB4xfu1+XGdGb/D02bjKWxsZGOOo5kcgUKZ+dWYt8RfU1V0xiDljoZB1d3s6W9p7dNu5Gal+6as+f2jFKlxM3Luk7rPUqovP7663h6euLk5MS4ceN4+eWXiYiI6HB/rVaLVtuSHqypqSE8PLzXCpXW1NfWs+3n3Wxcs4W05Exbh3NezFk4gwdX3tXlzyNJEh+s/IR9vx7EN9CHFZ8+iauHfd8ptfEyaOUm2aF4AVS+/riERFhVpGjqG3n7kXc5nZSOykXFg3//G/2HxVnt+LaivqaBfb8e4Pd1u8lPbxnKFhDqz6T54xg/Z2yX1jP1RAw6A8U5xa3qXgooyizCoG9fEKtUKQmKCWpTtBsQGdDlXVht/T9aZt+c6TMD5uUjiymbqvsHyJpMJioKK1A3LcWZs1oFaGrbd3LZI0OnJnLDEzdY9Zg9Rqhs3LiRuro64uPjKSwsZOXKlRQUFHDixAnc3dsXeXVU0wL0CaHSmoxTWWz6fiu/b9pLQ33DuR9gQ3Rac5fM21++xMCh/br8+TT1Glbe9golBaVcMnUY97x4Z4+rUWjxemmZnmpsbETl44dzUKhV/56GOg1vPvRPMk5k4ezqxIP/uJe4ITFWO749IEkS2ady2bl+N/t+/YPGVgaMQ8cNZvIV4xkydpAwYDwDRoOR0rxSc6dRuhp1mprCDLXFlK81CgcFgVGBLUW7/UIIig5Gqerarplm/482zqvaxiZLez+UHp5WLTg/G0ajkbK8sjbLbIUZarQN7WtwZHJZj3jfDZk8hGsfvc6qx+wxQuXPVFVVERkZyT/+8Q/uuOOOdr/vyxmVnsrrT/2T3378nYGJ/Xjrvy92i2jISsnhpb/+HaPByM2P3sC0qy/e6r03Ul/TwD8efIeslBxc3J15+K37iR7Yu9vitRotB7ceZueGPaQlZVi2e/p5MnHuWCbNG09AmL8NI+wZmIwmytXlbS7G6vQCGuva15S08XqJDSGkX2i3eL10Bwa9gZKckhYR15SB0mvb2xg4KB3aZqD6hRIYGdjtU4vthR4rVABGjRrFpZdeyssvv3zOfXt7jUpvoLykgtsuvx+tRssTry1l2tyJ3fK8v3y1hW/eWYODowPPrn6csFj7ruXpbuqq6/j70nfIPZ2Hm6crD791P5Hx4bYOq1spzC5i54Y97P55H7Wt/EgGjOjP5CsmcMmUYV2eCehNSJJEZXHln5Y37Mvr5WLQNeooyipqqudpqenpqMbE0cmR4NgQQvq1tIL7h/v3iOxJd9FjhUpdXR0RERGsWLGC+++//5z7C6HSM/ji/TV8+s7X+Af58tGGt1E5db3Hhclk4u1H/83xvScJjgri2dWP9wlvjc5QU1HL35e+TX6GGg9vdx5ZdX+fFnIGvYGju46zY/1uTu5PsXTCuLq7MPay0Uy+YjzhcWE2jrJn0hO8Xjqisb6RwswWV+CCdDWleSWWgX2tcXJzaiW4zDH7hvqKgu1z0GOEyiOPPML8+fOJjIxErVazfPlyjh49SnJyMv7+506/CqHSM9A2alk8bymlReXcet8NLPrrhVndny81FbUsv/VFqstrmDx/Arc9sahbnteeqSqr5u9LV6HOKsTT14NH31naqx1dz5fyogp2/bSXXRv2Ul7c4j0SPTCSSfMnMGbmJTgLA8aLxp68Xhpq6lGnF7ZZvikvKO9wX1cvN0sMIU3CxDvQu8fVwdkDPUao3HDDDezYsYPy8nL8/f2ZOHEiL774IrGxnWsrFUKl57Dt5128/NjbqJxVfPLTKnwDfLrleZP/OMUbS99BkiTuem4xoy8d2S3Pa49Ullbx2n1vUZxbgre/F4++s5SgCDEQsyNMRhPJB0+xY/1ujuw8ZknvOzo5Mmr6CCZfMYG4ITHiAmVFztvrpdV8o9C4ELw74fVSW1HbSpCYRUlVcVWH+3r6e7bN7vQzZ3fEa24deoxQuViEUOk5SJLEA395ipSkNGZdNZVHXvhbtz33mvd+5KfPfsHZ1YkVnz6Jf0jnDAV7E+VFFbx+39uUFJTiG+jDo+8sFUWjnaSmopY9m/azc/1uCnOKLduDIwOZNH8C4+eMwcO7+5cn+gJajZaizCKLeFGnqynO6ZzXS0BkINWlVZaMjTpdTW1FbQfPAj7BPq0yNiEEx4ZY3TdE0BYhVAR2ScqxNJbe9CQA//zmFfoP6h5DNoPByKv3/IOME1nEDIpi2b8fxqEPFbWVqst4/b63KSssxy/El8feeQC/YF9bh9XjkCSJjBOZ7Fi3hwNbDlnacxUOCoZPGsrk+RNIGDWgW8c39EX0Oj3F2cVm4dJUQ1KU1bHXy5+RyWT4hfu3qScJjg3G2U0s53U3QqgI7JZXl61iy4adDB4xgDc+fa7b0qhlheWsuO0lGmo1zPnLLK6956pueV5bU5xfwmv3vkVlSRWB4QE8+s5SfAK8bR1Wj0dTr2H/b4fYuX43WSk5lu2+gT5MnDeOiZePwzeoe5Y3BWavl5LcEgoz1Bavl5LcYrz8vSy1JM2ixNHp4geDCi4eIVQEdktpUTmL592PtlHH0288xOTLxnXbc/+x7QjvPvUBAA+9eS+DxyR023PbgsLsIl67/22qy6oJjgzk0XcewMtPzIiyNrlp+excv4e9v+ynoclpVCaTMWj0QCbPH8+wSUO73K1VIOhpCKEisGs++9e3/Pff/yMw1J/V697CUdV9dzifvf4V23/YiYePBys/exJPn975vsnPUPP3pauoqaghNCaER1bd32v/VntBp9Vx+PckdqzbzanDpy3b3b3cGD9nDJPmjxcdVgJBE0KoCOwaTUMjd8xfSllxBYsfuIkbllzdbc+t0+p4/o7XKMhUM2j0QB78x996nd9Bblo+f1+6irqqOiL6hfHw2/fjLgoDu5Xi/BJ2bdjLrp/2Ul3eMrE3bmgsk+ePZ9T0EcLXR9CnEUJFYPdsXr+D1554B2cXJz7+eRU+ft1XN1GQqeb5O15Fp9Vz7T1XMecvs7rtubua7FO5vLF0FfW1DUQNiOCht+7DzY7dPns7RoORY3tPsnP9bo7tPWnpVnFycWLsrJFMmj+BqAHWHTIpEPQEhFAR2D0mk4mli54i9Xg6sxdM56Hn7u7W5//9x118+uqXKBRylr33MLGDorv1+buCjJNZ/OPBf6Kp0xA7KJoH37wXF9HNYDdUllaxZ+M+dqzbQ6m6zLI9vF8Yk+ePZ+ys0XY/7VsgsBZCqAh6BCePpPLgzU8jk8l493+vEjug+8SCJEn8+5nV/LH1MH4hvqz4+Alc3HvuRSLtWAZvPvQvGhsa6ZcYywN/v0c4qNopJpOJ1CNp7Fy/hz+2H8GgM7fVOjg6MHLqcCbNH0//xDgxF0bQqxFCRdBjeOnRt9i+cTdDRybw+scrujUF3lDbwPJbX6K8qAKlo5KwuFAi48OJ7B9OZHwEoTHBKB3tfyhd6pHTvPXIv9FqtAwY0Z/7X7sLJ5eeP5m2L1BXU8++Xw6wY91u8jPUlu2OKiXhcWFExIc3vSfN70fRPSToLQihIugxFKtLuWP+UnRaPc++9QgTLx3Trc+flZzNqmXvU13WfkiaQiEnNCak6WIRQWT/cMLjQu2qCPLkwVO889i/0Wn1DBo1gHtfvQuV8InocUiSRHZKDjs37GH/5kNo6jTt9lE4KAiLDSGyfwSR8eFE9A8nLC5UvN6CHokQKoIexSfvfM2X768hOCyQD9a9iWM3ZzFMJhOlBWXkpOaSk5pHzuk8clLzqK+pb7evTC4jODKoKeti/gnvF26TWpDj+07yzrL3MegMDB03iL+99H8oVfafARKcHZPJRHFeKTmpueSmmd+Lual51Nc2tNtXJpcREhnURkxH9A8Ty34Cu0cIFUGPQtOg4fbLl1JRWsmdD9/MtbdfYeuQkCSJ8qIKi2jJTc0l53Rem1bT1gSE+VtS9M13u13ZEnx01zHefepDDHoDwycN5a7n7+gRy1SCC8Pyfmwtpk/lUlPZ8eyawPAAi5iOiI8gsn8Ybp6iRV1gPwihIuhx/Lp2G39/+l1c3Jz5+Kd38Pa1TwfVqrJqcpvES85p80WjvKjj8fS+gT6tagzMd7zWcIY9tP0I7z2zGqPRxMhpw/m/lYv71OwigRlJkqgqqybntDnjktMkpiuKKzvc3zfIp42YjowPx9NOP2eC3o8QKoIeh8lk4t4blpGenMXl185k6fL/s3VInaauuo6c0/nmrEvT3W5xXkmH+3r4eLQSLmbx4hvk0+ki4gOb/+A/Kz/BZDQxZuZIljxzq+gOEbShprK2lZg2i5iSgtIO9/X082zJvPQ3vy/P5/0oEFwoQqgIeiTHD6Xw8K3PIpfL+Pd3rxPdP9LWIV0wmnoNuafzm5aOcslNzUOdU4Rkav9xc3V3adPdERkfTkCYfzvH3L2b9vPhC58hmSTGzxnD4idvFpN6BZ2iobaB3LT8NgKm8EzvRw/XdmLaP9Sv1zk4C2yLECqCHsvzD73Bzl/3MXzsEF754JledWenbdSRn15gSdHnpOZRkKnGaDC221floiKyX7hFwNTXNPDNqjVIksTk+RO45fEb7e7CUVdTT31d+4JPe0Imk+EX6GN3584WaDVa8tIL2ojpgkw1xib33NY4uTgR0T/MUrAbGR9OSHRwr/p8CroXIVQEPZbC/GKWzH8Avd7Ayn8+zripI20dUpei1+lRZxWa73KbBExeWgF6nb7D/addPYlFD19vdxfa9V//wr9f+RhDB6LL3ggJD+SyBTOYdeUUfAN8bB2OXaHX6SnILGwjpvPS8y2mdK2JHRzNTQ9eR/TAnpv5FNgOIVQEPZrVb37BN6vXEhoZzH/WvoFS2be6WYwGI4U5xeSczjUvH6Xmos4uYtLl47jmnqvs7i72+89/4r1XPwFA6ajEzsJrg8FgtMzbkSvkjJk8gtkLZzB64nBR63MGDAYjRTlFbcR0dkouep0emUzGxHnjWPjXK/Hwcbd1qIIehBAqgh5NfV0Diy+/n8ryav762K0svGWerUMSnIFvP/qRD//xXwCuv+NKFj+wyO6EVGs0DY3s/G0fm9Zs4cThU5btPv7ezLpyKrMXTCckIsiGEfYMKkur+O7dtez95QAAzm7OXHnH5UxfOEV0oAk6hRAqgh7Pxu+28OaK93DzcOXjn1bh6S1eX3vji/fX8Ok7XwOw6K6F3PK36+1apPyZ3MwCNn2/hd/W/U51RYs/TuLoQcxZOIOJl47BUSVcX89G2rEMvnzzW3JS8wAIjgripgevY9CoATaOTGDvCKEi6PEYjUb+dt3jZKbmcMWNl3HvU0tsHZKgCUmS+Oxf3/DFe2sAuPW+G1j014U2jurC0ev17Nt+iI1rtnBodxLNX4nuHq5MnzeZOQtnEBMv6jDOhMloYueGPax5fx11VXUAjJiSyPX3LcQ/xM/G0QnsFSFUBL2CowdO8NjilcgVct5b83ei4sJtHVKfR5IkPnrrS75ZvRaAJQ/9hesWX2nboKxISWEpv/ywnV9+2EpJYZlle/zgWGYvnMHUORNwdeu5U7a7kvqaBn786Ce2rvkdk9GEg6MDcxbNZO5fZtnVfCyBfSCEiqDXsHLp6+zecoCRExJ56f2nbR1On0aSJN5//VO+/+wnAO56/DYW3Hy5jaPqGoxGI0f2HWfT91vZs+WApZtJ5axiymXjmLNgBgnD43vUUld3UZCp5ss3/0fKoVQAvAO8uP7eBYyacYk4XwILQqgIeg0FuYXcecWDGAxGXvj3k4yeNNzWIfVJTCYT7778Eeu++gWAe59ewhU3XGbjqLqHqopqNq/fwcbvtpCXVWDZHh4dypyFM7j0isl4+Qgr+tZIksTh34/y9ao1lhET/YfFcdOD1xHRL8zG0QnsASFUBL2K//z9M777ZD3h0aG8//3fcVA62DqkPoXJZGLV8x/w8/82I5PJeGD5X5lzzQxbh9XtSJJE8tHTbFqzhe2/7EGr0QLg4KBg3PRRzFk4g+Fjh6BQiK6XZnRaHZu+2MzPn/+CTqtHJpcx9apJXH3nPDEksY8jhIqgV1FfW89tl99PdUUN9zyxmKsWzbF1SH0Go9HIm8vf49e125HJZDz8wj3MunKqrcOyOfV1DWzfuJtNa7aQeiLDsj0g2I/Lrp7OZVdPJSDY33YB2hnlRRV8+6/vObjlMGC26V/wf/OZcuVEMQaijyKEiqDXseHb31j13H9w93Dl443v4OEpzKW6GqPByGtP/ZNtP+1CrpDz2Ev3Mv3ySbYOy+7IOJXNpu+3smXDDupq6gGzVf8l44cye+EMxk0b2edMC8/EqcOn+fLNb8nPUAMQ3i+Mmx64lvjh/WwcmaC7EUJF0OswGozcc+1jZKXlcvVf5nL3stttHVKvxqA38OqyVfz+y14UDgqeeHUpky8bZ+uw7Bpto5bdWw6wcc0Wkg6ctGz39PFg5vwpzF4wnYhYUZ9hNBjZ/uMu1v5nPfW15tlQoy8dyXV/uwqfQDHSoK8ghIqgV3J47zGW3fk8CgcF73//BhExobYOqVei1+t56ZG32L3lAA4OCp7+x8OMnz7K1mH1KNS5Rfzyw1Z+WbuditJKy/ZBw+OZs3AGk2aNw9nFyYYR2p7aqjp++GA9v6/dhSRJODo5cvnNlzH7pktRqkQGqrcjhIqg1/Lsva+wb/shxkwewfPvPmHrcHodOq2O5x98g/07DqN0VLL8rUcYPXmErcPqsRgNRg7sOsKmNVvYv+OwZc6Qi6sz0+ZOZM7CGfQbFNOn23ZzUvP48q1vSUsy1/r4hfhyw30LGT45sU+fl96OECqCXkt+tpo7r3oIo8HIS+8/zcgJibYOqdegbdSycunr/LE7CUeVkhWrHhfn14qUl1Tw64+/s2nNFgrziy3bY+IjmbNwBtMvn4R7H+2EkSSJ/b/9wf/+9QOVpVUADBo1gBsfvJaQqGDbBifoEoRQEfRq3nvtE77/7Cci48J577vXxdRbK6BpaGT5fa9ydP8JVM4qnvvn4wwfM8TWYfVKTCYTx/5IZuOaLez6bT96nR4wT56eOHMMcxbOYMiIgX3yfd3Y0MjPn//Kpi83Y9AbUCjkzLhmKlfccTkubs62Dk9gRYRQEfRqaqvruP3y+6mpquW+p5cwv48Yj3UVDfUanr7nZU4cSsHZxYkX/v0kQy4ZaOuw+gQ11bVs3bCLjd9tJist17Jd5eRITHwkcQNjiBsYTb+EGCLjwvpM91BJfinfvLOGIzuPAeDh7c7Cu69kwtyxyOWinbk3IISKoNez7qtN/PPF1Xh4ufPJz+/g5uFq65B6JPW19Tx110skJ53Gxc2Zl957ioRh8bYOq88hSRKnT2Sw6futbN+029IN0xoHBwVR/SPo1yRe4gZGE90/EqdePEfnxL5kvnzrfxTlmpfKogZEsOih64kdHG3jyAQXixAqgl6P0WDkroWPkJORz8Jb5/HXR2+1dUg9jtrqOp786wuknsjAzcOVl99/mvghcbYOq89jMpkoyCkkPSWr5Sc5k9omj5bWyOUywmPC6DcwmrgEs4CJHRDVqwYnGvQGtnz3Oz+u/onGhkYAJswdy8K7rsTLT4wu6KkIoSLoE/yx+yhP/vVFHBwUfPDjm4RGiqK7zlJTVcuyO58nPSULDy93XvngGeIGirtUe0WSJIrVpaQnZ5GWkkl6ShZpJzOpqqjucP/QyGDLklFz9sXDq2ebJFaXV7PmvXXs+mkvACoXFVfcPpeZ100TYzV6IEKoCPoMT939Egd3HmHc9FGsXPWYrcPpEVSWV7NsyXNkpeXi6ePBax8+S3T/SFuHJThPJEmiorSStOQs0lMySWvKvJQWlXe4f2CIv1m0JMQ0ZWCi8fHz7uaoL57M5Gy+fPNbMk9mAxAYEcCNS69l6LhBtg1McF4IoSLoM+Rm5PN/Cx7GZDTx6upnRafKOSgvrWTZkufIycjHx8+LV1c/S2RsuK3DEliRqopq0lOySW/KvKQnZ6LOK+5wXx9/b4toiR1gzsAEBPvZvX+JyWRi76YD/O/dtdRU1ACQOGEwNyy9hsCwABtHJ+gMQqgI+hT/eukjfvxyIzH9I/nX/14V02vPQFlxOY/dsZL87EL8An14bfVywqJCbB2WoBuoq6kn41Q26afMwiU9JYu8rAJMpvZf/+6ebm2WjfolxBAcHmiX3Taaeg3rP97Ib99sxWg04aB0YNYN05l362yc+rjzr70jhIqgT1FTVcvtc++jtqaeB1b8lbnXXGrrkOyOksJSHlu8EnVeMQHBfry2ejkhEUG2DktgQzQNjWSdzjHXuzSJl+z0PIwGY7t9XVydiR0YRdzAGEvhbmRsmN1kXgqzi/hq1Xec2JcMgKefJ9fdcxVjZo4S05kvAkmSKC+qAMAv2NeqxxZCRdDn+OHzn/j3q5/g6ePBJz+twtVdtCs3U5hfzGN3rKS4oJSgsABe/2gFgSH+tg5LYIfodHqy03ItS0ZpKVlkpuZYTOlaExIRxOwF05l55VR8/W1f6yJJEkl7TvD1W99RUlAKgKNKSXi/MCLjI4iMDyeiXzihMcGi+LYDTCYTpQVl5KTmkpOaR87pPHJS86ivqWfagsnc/MgNVn0+IVQEfQ6D3sD/LXiY/Cw11y2+kiUP/cXWIdkFBbmFPHr7SsqKywmNDOa11cvxD7LunZGgd2PQG8jLKrAU66anZJGWkoVWowVArpAzZsolzFkwg1ETh9ncUVev0/Pr11vZ+MWvNNRq2v3eQelAaEwwkf2bxEt8OOFxoTiqHG0QrW0wGowU5hSTc9osSnJP55F7Ot/S/t0ahULOmFmjWPKMdS0ghFAR9En2/36IZ/72CkqlAx+ue4vg8EBbh2RTcjMLeOyOlVSUVhIeHcprq5/FN8DH1mEJegGaBg07ftnHxjVbSD6aatnuG+DNrKumMfvq6Tb//JmMJorzS8lJzSW3KTuQczq3Q/EiV8gJjgwiMj6cyP7hRMZHEN4vDGfXnl/notfpUWcVmv/+1FxyTueRl1bQYZbMwdGB8LiwNuchNCYYpaP1HZGFUBH0SSRJ4sm/vsihPUlMnDmGZ998xNYh2YystFyWLXmOyvJqovqF8+oHz+Lt52XrsAS9kNyMfDZ9v5Xf1m2nurLWsn342CHMXjCDCTNG2U22QpIkygrL21y0c07lUltV125fmUxGQLi/JfMSGR9ORP9wu3bB1jbqyE8vaPnbUvMoyFR3WHekclER2S+ciP4tS2NBkUE4dFNGTAgVQZ8lKy2Xuxc+gskk8fePVzB0VN/zVsg4lc2yO5+jurKW2AFRvPLBM3h6i8+HoGvR6/Xs3fYHm9Zs4dCeYzRfWtw93ZgxbxJzFs6wS78eSZKoKqtuqc1oyrxUllR1uL9fsK9FtETGRxDZPwxP3+53yNXUa8g9nd8kSHLJTc1DnVOE1EEnl6u7CxFNYqtZeAWE+du0k0sIFUGfZtXzH7Dhm1+JGxjNO1+/3KfalU+fzOCJO5+ntqaefgkxvPzB03h49mxHUkHPo1hdyi8/bOOXH7a2MaCLHxLHnIUzmDpnAi6u9j0Nuaai1rxkdLpFwJSqyzrc19PPs2mppGXJxCfQ22pdUXXVdeSczie3VaFrcV5Jh/t6eLsTOSCiJZ74CHyDfOymQ6sZIVQEfZqqimpuv/x+6msbePj5e7js6mm2DqlbSDmWxpN/fYH62gYGJvbjxX8/ZddpakHvx2g0cnjvMTau2cLebX9YliCcnFVMmT2eOQtnMDCxv91dRM9EfU0DuWnmwtPm5ZWinGI6uoy6eboS2T+ciPiWpSP/EL9zZjGqyqrb1NTkpOZZWoT/jE+gt0UYRTSJJC8/zx5xPoVQEfR5vvt0Pf95/TN8/Lz46KdVdn/3drGcPHyKp+5+iYZ6DYNHDOD5d5/oVYPpBD2fyvJqNq/7nY3fbyE/S23ZHhkbxuyFM7h0/uQeuUTZ2NBIfkZBq2WjPNSZaoxGU7t9nV2dzEtGTdmOkOhgyooqzJ03TcKnurymw+cJCPW3iJHmpScP756bLRVCRdDn0ev13HnlQ6hzi7jxzqu5felNtg6pyzh28CRP3/MyjRotiaMG8dy/HsfZpXcLM0HPRZIkTh45xcY1W9jxy160jToAHBwUTJgxmtkLZzB87BC7dMLtLHqtnvxMdVPrrzkrkpdRgEFnOOdjZXKZuQOplSCJ6BeGi3vvuvEQQkUgAPZsPciK+19D6ahk9fq3CArtfTNADu89xvL7XkXbqGPEuKGsWPUYTs4qW4clEHSK+tp6tm3cw8bvNpOWnGnZHhjiz2ULpjPryqkEBPvZMELrYTAYKcwubJN5KcwuwjfQu6nQ1VxXEh4XiqoPfIaFUBEIMN+5Pb7kOY7uP8GU2eN56u8P2jokq3Jw1xFW3P86ep2e0ZOG8+xbj9hNG6hAcL5knMpi0/db2bJhJ3U19QDI5TIumTCMOQtmMHbqJcJRthchhIpA0ERmag73XPsoJpPEm589z6ARA2wdklXYu/0PXnjwDfR6A+Omj+Kpvz+IYxeYMgkE3Y22UcuuzQfYtGYLSQdPWrZ7+Xgy88opzF4wnfDoUBtGKLAGQqgIBK14a+X7/Py/zfQfFMuqr17q0WvfALt+28+Lj76J0WBk0qyxPPHqUnGnKeiVFOQUms3kftxORVmVZfvgSwYyZ8EMJs0aK5Y6eyhCqAgEragsq+L2y++noV7Doy/ey8wrp9g6pAtm+8bdvLJsFSajiWlzJ/DYS/fZfLaKQNDVGPQGDuw8wsY1Wzi48zCmJlMzFzdnpl9uNpPrlxBj4ygF54MQKgLBn/j2ox/58B//xTfAm482rMLZpefN8Ni8fgd/f+qfmEwSl14xhYefv7tPmdkJBABlxeX8unY7m37YSlF+i+lZ3MBoZi+cwfS5E4V/UA9ACBWB4E/odHruvOJBCvOL+ctd13DLvdfbOqROI0kSv/ywjTeXv4ckScxZOIOly/+vxy9hCQQXg8lkIunASTau2cLuzfvR682tv44qJZNmjmXOwhkMGjFAiHk7RQgVgaADdv22n+ce/DuOKiUfbXibgGB/W4fUDkmSKMovIS0lk/TkLNJTMklLyaK6wmwCNe/6Wdz71B1CpAgEraipqmXLhp1sXLOZ7LQ8y3aVs4rY/pHEJUQTNzCGfgnRRMSGoVSKwnNbI4SKQNABkiTx6O0rOPZHMtMun8gTry61aTxGo5GCnCLSm0RJWkomGaeyLa2ZrVE4KLjm1nksfmBRj7DHFghsgSRJpJ5IZ+OaLfy+aQ8NdZp2+yiVDkT1izCLlwHRxCXEENM/ApWTKMrtToRQEQjOQFpyJvdevwxJknj7ixcZmNi/W57XoDeQm1lgzpA0ZUoyTmXTqNG221epdCC6+S5wQDRxCdFE9xNfpALB+WA0GlHnFpGekkVacibpKVmkp2R1eCMgV8iJiAk1Z10GmsVL7ICoXj96w5YIoSIQnIU3nnmXX37YxoCh/Xj7ixetnqHQaXVkp+W1Wb7JPJ2LXqdvt6/KWUVsfBT9mlLTcQOjiYgNFalpgaALkCSJooISs2hJNi+rpiVnWpZWWyOTyQiNDLJ8LvslxBA7MEpMI7cSQqgIBGehvLSSxZffj6ahkWWv3s/0yydd8LE0DRoyT+WQlpJlWcLJycy3TIltjYubM/0GxrSslw+MJjQqWBT7CQQ2RJIkyksqzJ/h5rqw5CzKiss73D8w1N/8OW7KvMQNjMLHz7ubo+75CKEiEJyDr/7zPR+v+gq/QF8+2vB2p0yj6mrqST+VZaknSU/OIj9b3eGId09v9zZ3YnEDowkKCxBFsAJBD6GyvJqMU1mWpdr05CwK84s73NfH37tpyailaNc/yE/Uk50FIVQEgnOgbdSy5IoHKVaXcsu91/OXu65p8/uqiuqmte1zf0n5Bni3WduOGxiNf5Cv+JISCHoZtdV1ZKRmNy0dmb8b8rI6vlnx8HJvulFpWtZNiCY4LFDcrDQhhIpA0Al+37SHFx95E5WziodW3k1+tvqcad+gsADzl8/AGGIHRou0r0DQx9E0aMhMzW3TvZeTcebl3+YC+ebMS1hUSJ9c/hVCRSDoBJIk8dAtz3DySGq738lkMkKjgs1Zkqa7odgBopBOIBCcm/MqqHdyJDY+qs95vQihIhB0koxT2ay4/zVcXJ3bfFHExIvWRIFAYD3O16Kgt3u9CKEiEAgEAoGd05HpY3pKFvW1De327W1eL0KoCAQCgUDQA+krXi9CqAgEAoFA0Eu4WK+XfgOj8fbz6t6gz0GPFCqvvPIKTzzxBEuXLuWtt97q1GOEUBEIBAJBX+V8vF7szUbhfK7fDt0U01k5ePAg77//PkOHDrV1KAKBQCAQ9Ai8fT0ZOWEYIycMs2yzeL38yZiyvKSS8pJD7P/9kGXfFmPKKLv2erG5UKmrq2PRokV88MEHvPDCC7YORyAQCASCHou7pxvDRg9m2OjBlm0djfrIzsijurKWQ3uSOLQnybKvPXq92Hzp59Zbb8XHx4c333yTqVOnMmzYsDMu/Wi1WrTallaumpoawsPDxdKPQCAQCATngU6rI+t0rkW8ZKRkndHrZcS4obzywTNWff4es/Tz9ddfc/jwYQ4ePNip/V9++WVWrlzZxVEJBAKBQNC7cVQ5Ej8kjvghcZZtZ/J6ieoXbsNIbZhRycvLY+TIkfz222+W2hSRUREIBAKBwH4wGo3otDqcXazr19Ijun7Wrl3L1Vdf3Wbdy2g0IpPJkMvlaLXac66Jia4fgUAgEAh6Hj1i6WfGjBkcP368zbbbb7+dAQMG8Pjjj/fJIU0CgUAgEAjaYjOh4u7uzuDBg9tsc3V1xdfXt912gUAgEAgEfRP7apYWCAQCgUAgaIXNfVRas337dluHIBAIBAKBwI4QGRWBQCAQCAR2ixAqAoFAIBAI7BYhVAQCgUAgENgtQqgIBAKBQCCwW4RQEQgEAoFAYLcIoSIQCAQCgcBuEUJFIBAIBAKB3SKEikAgEAgEArtFCBWBQCAQCAR2i105054vzYOfa2pqbByJQCAQCASCztJ83W6+jp+NHi1UamtrAQgPD7dxJAKBQCAQCM6X2tpaPD09z7qPTOqMnLFTTCYTarUad3d3ZDKZVY9dU1NDeHg4eXl5eHh4WPXY1kLEaB1EjNZBxGgdRIzWQcRoHboqRkmSqK2tJSQkBLn87FUoPTqjIpfLCQsL69Ln8PDwsNs3UDMiRusgYrQOIkbrIGK0DiJG69AVMZ4rk9KMKKYVCAQCgUBgtwihIhAIBAKBwG4RQuUMqFQqli9fjkqlsnUoZ0TEaB1EjNZBxGgdRIzWQcRoHewhxh5dTCsQCAQCgaB3IzIqAoFAIBAI7BYhVAQCgUAgENgtQqgIBAKBQCCwW4RQ6WXIZDLWrl1r6zAEgh6F+NwIBPZLnxQqt912G1dddZWtwzgjt912GzKZrN1Penq6rUMDWuK766672v3ub3/7GzKZjNtuu637AzsDe/fuRaFQcPnll9s6FAs97Rza+2fmz9hjvPb4PmxNaWkpd999NxEREahUKoKCgrjsssvYvXu3rUNrR15eHosXLyYkJARHR0ciIyNZunQp5eXlnXr89u3bkclkVFVVWTWu5s/1K6+80mb72rVrre6efjG0vsYolUoCAwOZOXMmH330ESaTydbhtaNPCpWewOzZsyksLGzzEx0dbeuwLISHh/P111+j0Wgs2xobG/nyyy+JiIi4qGPr9fqLDa8Nq1ev5r777mPHjh2o1eqLOpbRaLTaB7krz6HA/rDm+7ArWLhwIUeOHOHTTz/l9OnTrFu3jqlTp3b64t9dZGZmMnLkSNLS0vjqq69IT0/nvffeY8uWLYwbN46Kigqbxufk5MSrr75KZWWlTeM4F83XmOzsbDZu3Mi0adNYunQp8+bNw2Aw2Dq8NvR5obJp0yYmTpyIl5cXvr6+zJs3j4yMDMvvs7OzkclkfP/990ybNg0XFxcSExPZu3dvl8bVfEfT+kehUPDjjz8yYsQInJyciImJYeXKle3eVIWFhcyZMwdnZ2diYmL47rvvrB7fiBEjCA8P5/vvv7ds+/7774mIiGD48OGWbZ09v9988w1TpkzBycmJL774wmpx1tXV8c0333D33Xdz+eWX88knn1h+13xX9dNPPzF06FCcnJwYO3YsJ06csOzzySef4OXlxbp160hISEClUpGbm2uV2Kx1DqdPn869997b5tilpaU4OjqyZcsWq8TamqioKN56660224YNG8aKFSss/5bJZHz44YdcffXVuLi40K9fP9atW2f1WDpDZ+Ltas72Pmx+j7WmozvwF154gYCAANzd3VmyZAnLli1j2LBhVomvqqqKnTt38uqrrzJt2jQiIyMZPXo0TzzxBFdccYVlnyVLluDv74+HhwfTp08nKSnJcowVK1YwbNgw3n//fcLDw3FxceG6666jurraKjE287e//Q1HR0d+/fVXpkyZQkREBHPmzGHz5s0UFBTw1FNPAaDVann88ccJDw9HpVIRFxfH6tWryc7OZtq0aQB4e3tbPXt56aWXEhQUxMsvv3zGfdasWcOgQYNQqVRERUXxxhtvWH735JNPMmbMmHaPSUxM5LnnnrNanM3XmNDQUEaMGMGTTz7Jjz/+yMaNGy3vz3O95gDr169n1KhRODk54efnx9VXX221GJvp80Klvr6ehx56iD/++IMtW7Ygl8u5+uqr2901P/XUUzzyyCMcPXqU/v37c+ONN3a76ty5cye33HILS5cuJTk5mffff59PPvmEF198sc1+zzzzDAsXLiQpKYlFixZxww03kJKSYvV4Fi9ezMcff2z590cffcTtt9/eZp/Ont9ly5axdOlSUlJSuOyyy6wW47fffsuAAQOIj4/nL3/5Cx999FG7seKPPvoob7zxBgcPHsTf35/58+e3yeo0NDTw6quv8uGHH3Ly5EkCAgKsFp81zuGSJUv48ssv0Wq1lsf897//JTQ0lOnTp1st1vNl5cqVXHfddRw7doy5c+eyaNEim9/t2orOvA/PxhdffMGLL77Iq6++yqFDh4iIiODf//631eJzc3PDzc2NtWvXtnkftebaa6+lpKSEjRs3cujQIUaMGMGMGTPavKbp6el8++23rF+/nk2bNnHkyBHuueceq8VZUVHBL7/8wj333IOzs3Ob3wUFBbFo0SK++eYbJEnilltu4auvvmLVqlWkpKTw/vvv4+bmRnh4OGvWrAEgNTWVwsJC3n77bavFqFAoeOmll3jnnXfIz89v9/tDhw5x3XXXccMNN3D8+HFWrFjBM888YxEHixYt4sCBA21uRk6ePMmxY8e46aabrBZnR0yfPp3ExETLzdO5XvOffvqJq6++mrlz53LkyBG2bNnC6NGjrR+Y1Ae59dZbpSuvvLLD35WWlkqAdPz4cUmSJCkrK0sCpA8//NCyz8mTJyVASklJ6bL4FAqF5Orqavm55pprpBkzZkgvvfRSm30///xzKTg42PJvQLrrrrva7DNmzBjp7rvvtmp8V155pVRSUiKpVCopOztbys7OlpycnKTS0lLpyiuvlG699dYOH3um8/vWW29ZLb7WjB8/3nJsvV4v+fn5Sdu2bZMkSZK2bdsmAdLXX39t2b+8vFxydnaWvvnmG0mSJOnjjz+WAOno0aNWjcua51Cj0Uje3t6WmCVJkoYOHSqtWLHC6vFKkiRFRkZKb775ZpvfJyYmSsuXL7f8G5Cefvppy7/r6uokQNq4caPVYjobFxLvDz/80GXxnO19+PHHH0uenp5t9v/hhx+k1l/PY8aMkf72t7+12WfChAlSYmKi1WL87rvvJG9vb8nJyUkaP3689MQTT0hJSUmSJEnSzp07JQ8PD6mxsbHNY2JjY6X3339fkiRJWr58uaRQKKT8/HzL7zdu3CjJ5XKpsLDQKjHu27fvrK/VP/7xDwmQ9u/fLwHSb7/91uF+zZ/9yspKq8TVTOv33dixY6XFixdLktT29bzpppukmTNntnnco48+KiUkJFj+nZiYKD333HOWfz/xxBPSmDFjuiTOP3P99ddLAwcO7NRrPm7cOGnRokVWi+tM9PmMSlpaGjfeeCMxMTF4eHgQFRUF0C69P3ToUMv/Dw4OBqCkpKTL4po2bRpHjx61/KxatYqkpCSee+45y92Pm5sbd955J4WFhTQ0NFgeO27cuDbHGjduXJdkVPz9/S1p7I8//pjLL78cPz+/Nvt09vyOHDnS6vGlpqZy4MABbrzxRgAcHBy4/vrrWb16dZv9Wp8vHx8f4uPj25wvR0fHNq+/NbHGOXRycuLmm2/mo48+AuDw4cOcOHHC5sW4rc+Zq6srHh4eXfqZsVc6+z481zH+fKdq7TvXhQsXolarWbduHbNnz2b79u2MGDGCTz75hKSkJOrq6vD19W3z/ZOVldXmzj8iIoLQ0FDLv8eNG4fJZCI1NdWqsUrnyEZlZ2ejUCiYMmWKVZ/3fHj11Vf59NNP2333pqSkMGHChDbbJkyYQFpaGkajETBnVb788kvA/Ld+9dVXLFq0qFviliQJmUzWqdf86NGjzJgxo8tjcujyZ7Bz5s+fT2RkJB988AEhISGYTCYGDx6MTqdrs59SqbT8/+a1466sjnZ1dSUuLq7Ntrq6OlauXMmCBQva7e/k5NRlsZyNxYsXW+oj/vWvf7X7fWfPr6urq9VjW716NQaDgZCQEMs2SZJQqVT885//7PRxnJ2du7Ri3xrncMmSJQwbNoz8/Hw+/vhjpk+fTmRkZJfEK5fL210oOiqAbv2ZAfPnxhYdBZ2Nt6s41/vQ1vG1xsnJiZkzZzJz5kyeeeYZlixZwvLly7nnnnsIDg5m+/bt7R7z5/qariQuLg6ZTEZKSkqHtRApKSl4e3u3WxayBZMnT+ayyy7jiSeeOO+bhhtvvJHHH3+cw4cPo9FoyMvL4/rrr++aQP9ESkoK0dHR1NXVnfM1767z3KeFSnl5OampqXzwwQdMmjQJgF27dtk4qjMzYsQIUlNT2wmYP7Nv3z5uueWWNv9uXZxpTWbPno1Op0Mmk7WrLbHl+TUYDHz22We88cYbzJo1q83vrrrqKr766isGDBgAmM9Pc5dNZWUlp0+fZuDAgd0SJ1jnHA4ZMoSRI0fywQcf8OWXX56XEDtf/P39KSwstPy7pqaGrKysLnu+i8WW8XbmfRgZGUltbS319fUWwX706NE2+8bHx3Pw4ME2n+uDBw92efwJCQmsXbuWESNGUFRUhIODgyWj1xG5ubmo1WqLKNu3bx9yuZz4+HirxOPr68vMmTN59913efDBB9tcKIuKivjiiy+45ZZbGDJkCCaTid9//51LL7203XEcHR0BLBmMruKVV15h2LBhbf7+gQMHtmv53r17N/3790ehUAAQFhbGlClT+OKLL9BoNMycOdOqtXFnYuvWrRw/fpwHH3yQsLCwc77mQ4cOZcuWLe3q6qxNnxYq3t7e+Pr68p///Ifg4GByc3NZtmyZrcM6I88++yzz5s0jIiKCa665BrlcTlJSEidOnOCFF16w7Pe///2PkSNHMnHiRL744gsOHDhwXmnm80GhUFhSm80fsmZseX43bNhAZWUld9xxB56enm1+t3DhQlavXs3rr78OwHPPPYevry+BgYE89dRT+Pn5dasHh7XO4ZIlS7j33ntxdXXtksr7ZqZPn84nn3zC/Pnz8fLy4tlnn20Xtz1hy3g78z785ZdfcHFx4cknn+T+++9n//79bbqCAO677z7uvPNORo4cyfjx4/nmm284duwYMTExVomzvLyca6+9lsWLFzN06FDc3d35448/eO2117jyyiu59NJLGTduHFdddRWvvfYa/fv3R61WW4opm5dunZycuPXWW/n73/9OTU0N999/P9dddx1BQUFWiRPgn//8J+PHj+eyyy7jhRdeIDo6mpMnT/Loo48SGhrKiy++iI+PD7feeiuLFy9m1apVJCYmkpOTQ0lJCddddx2RkZHIZDI2bNjA3LlzcXZ2xs3NzWoxNjNkyBAWLVrEqlWrLNsefvhhRo0axfPPP8/111/P3r17+ec//8m7777b5rGLFi1i+fLl6HQ63nzzTavHptVqKSoqwmg0UlxczKZNm3j55ZeZN28et9xyC3K5/Jyv+fLly5kxYwaxsbHccMMNGAwGfv75Zx5//HHrBtvlVTB2yM033ywtXLhQkiRJ+u2336SBAwdKKpVKGjp0qLR9+/Y2xVrNxZ5HjhyxPL6yslICLMVw1uZshU6bNm2Sxo8fLzk7O0seHh7S6NGjpf/85z+W3wPSv/71L2nmzJmSSqWSoqKi2hRZdnV8kiS1KQS9kPNrDebNmyfNnTu3w981F9q9/fbbEiCtX79eGjRokOTo6CiNHj3aUkAoSR0XOloDa57DZmprayUXFxfpnnvusXq8rT8z1dXV0vXXXy95eHhI4eHh0ieffNKp4lRPT0/p448/tnpsXRWvNejM+zApKUn64YcfpLi4OMnZ2VmaN2+e9J///Ef689fzc889J/n5+Ulubm7S4sWLpfvvv18aO3asVeJsbGyUli1bJo0YMULy9PSUXFxcpPj4eOnpp5+WGhoaJEmSpJqaGum+++6TQkJCJKVSKYWHh0uLFi2ScnNzJUkyF9MmJiZK7777rhQSEiI5OTlJ11xzjVRRUWGVGFuTnZ0t3XrrrVJgYKAllvvuu08qKyuz7KPRaKQHH3xQCg4OlhwdHaW4uDjpo48+svz+ueeek4KCgiSZTHbGwvXzpaPPdVZWluTo6Njm9fzuu++khIQESalUShEREdLrr7/e7liVlZWSSqWSXFxcpNraWqvE1zpOQAIkBwcHyd/fX7r00kuljz76SDIajZb9zvWaS5IkrVmzRho2bJjk6Ogo+fn5SQsWLLBqrJIkSTJJOo8euV7C7NmziYuL69L0uMD+2b59O9OmTaOysrJb19m7iuzsbGJjYzl48CAjRoyw6rF72memp8V7IcycOZOgoCA+//xzW4cCmH1U1q5d227ZSiC4WPrU0k9lZSW7d+9m+/btHVqXCwQ9Eb1eT3l5OU8//TRjx461qkjpaZ+ZnhZvZ2loaOC9997jsssuQ6FQ8NVXX7F582Z+++03W4cmEHQ5fUqoLF68mIMHD/Lwww9z5ZVX2jocgcAq7N69m2nTptG/f3+ruxD3tM9MT4u3s8hkMn7++WdefPFFGhsbiY+PZ82aNR0WigoEvY0+ufQjEAgEAoGgZ9DnDd8EAoFAIBDYL0KoCAQCgUAgsFuEUBEIBAKBQGC3CKEiEAgEAoHAbhFCRSAQCAQCgd0ihIpAIOh1rFixgmHDhtk6DIFAYAWEUBEIBD0amUzG2rVrbR2GQCDoIoRQEQgEAoFAYLcIoSIQCKzC1KlTue+++3jggQfw9vYmMDCQDz74gPr6em6//Xbc3d2Ji4tj48aNlsf8/vvvjB49GpVKRXBwMMuWLcNgMLQ55v33389jjz2Gj48PQUFBrFixwvL75vHzV199NTKZrN04+s8//5yoqCg8PT254YYbqK2t7cpTIBAIugAhVAQCgdX49NNP8fPz48CBA9x3333cfffdXHvttYwfP57Dhw8za9Ysbr75ZhoaGigoKGDu3LmMGjWKpKQk/v3vf7N69WpeeOGFdsd0dXVl//79vPbaazz33HOWGTcHDx4E4OOPP6awsNDyb4CMjAzWrl3Lhg0b2LBhA7///juvvPJK950MgUBgFYSFvkAgsApTp07FaDSyc+dOAIxGI56enixYsIDPPvsMgKKiIoKDg9m7dy/r169nzZo1pKSkIJPJAHj33Xd5/PHHqa6uRi6XtzsmwOjRo5k+fbpFdMhkMn744QeuuuoqmwCxUQAAAbBJREFUyz4rVqzg9ddfp6ioCHd3dwAee+wxduzYwb59+7rjdAgEAishMioCgcBqDB061PL/FQoFvr6+DBkyxLItMDAQgJKSElJSUhg3bpxFpABMmDCBuro68vPzOzwmQHBwMCUlJeeMJSoqyiJSzudxAoHAvhBCRSAQWA2lUtnm3zKZrM22ZlFiMpku6pidefyFPk4gENgXQqgIBAKbMHDgQPbu3Uvr1efdu3fj7u5OWFhYp4+jVCoxGo1dEaJAILADhFARCAQ24Z577iEvL4/77ruPU6dO8eOPP7J8+XIeeugh5PLOfzVFRUWxZcsWioqKqKys7MKIBQKBLRBCRSAQ2ITQ0FB+/vlnDhw4QGJiInfddRd33HEHTz/99Hkd54033uC3334jPDyc4cOHd1G0AoHAVoiuH4FAIBAIBHaLyKgIBAKBQCCwW4RQEQgEAoFAYLcIoSIQCAQCgcBuEUJFIBAIBAKB3SKEikAgEAgEArtFCBWBQCAQCAR2ixAqAoFAIBAI7BYhVAQCgUAgENgtQqgIBAKBQCCwW4RQEQgEAoFAYLcIoSIQCAQCgcBu+X/I3PQoSPZ5AwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots()\n",
    "\n",
    "sns.lineplot(data=df['1989-01-01':'1999-01-01'], x=\"month\", y=\"UNRATENSA\", hue=\"year\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8b5bf31f-cc5e-4e53-9d19-6eab43ad0b12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%%\n",
    "\n",
    "fig, axs = plt.subplots()\n",
    "\n",
    "sns.boxplot(x='year', y='UNRATENSA', data=df)\n",
    "plt.xticks(rotation = 90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "477ccfa6-6421-48fd-9635-a6cf68d44dcb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots()\n",
    "\n",
    "sns.boxplot(x='month', y='UNRATENSA', data=df)\n",
    "plt.xticks(rotation = 45)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
